The Cognitive Systems and Multi-Agents Systems group's research focuses on the field of artificial intelligence (AI), proposing new computer models and solutions to support the evolution of current computer systems and anticipate that of future systems, in a context of data and knowledge massification, dynamics, large-scale distribution and algorithmic and systemic complexity. We consider these research objectives in two ways:

• A fundamental articulation rooted in the field of cognitive science, looking at cognitive models that enable us to address the question of the intelligence and of the intelligibility of data and knowledge from the angle of the co-construction of meaning and representations in artificial systems. Our research in this field is part of a constructivist vision, considering representations as dynamic constructs that the computer system elaborates on the basis of its experience of interaction with its environment, and through learning mechanisms and self* mechanisms (self-organization, self-adaptation, self-development) that enable its autonomy.
• An operational articulation oriented towards the computer engineering of socially intelligent systems, where the aim is to propose collective intelligence models, enabling cooperation and decentralized coordination of local behaviors (agent level) in order to obtain global behaviors (MAS level), making it possible to achieve a goal, with capacities for adaptation, evolution, self-organization and so on. Within this framework, we consider fields of study and application such as networks of interconnected objects found in intelligent environments (smart housing, smart cities, smart highways, etc.), robot networks, the social web, mixed or hybrid systems integrating humans and artifacts (agents, components, robots, etc.).

For further information, visit the team's website: https://sitesma.weebly.com/

Research themes

• Multi-Agent Learning: draws on the experience of team members in constructivist approaches to cognition, and on approaches to multi-agent reinforcement learning (MARL) and Markov decision processes (MDP), to extend classical multi-agent learning techniques towards new techniques inspired by the constructivist current, such as MARLs doping with MCTS (Monte Carlo Tree Search) and developmental learning.
• Self-* Systems and Autonomy: brings together work on self-* techniques and approaches for implementing endogenous control in decentralized systems for solving complex problems. In addition to these control mechanisms, we are interested in the development of participatory (self-regulating) methods combining multi-agent simulation and learning methods, for the elaboration of regulation policies or governance of complex socio-technical systems (e.g. (self-)-regulation of traffic on smart freeways, (self-)-regulation of energy consumption on SmartGrids, etc.).

For more information on these first two themes (projects, theses, etc.), see this web page.

• Interaction and Coordination Models: enable groups of agents operating in a dynamic and distributed environment under resource-limiting constraints, to coordinate and make rational decisions to achieve their goals. We are involved in the main themes of assistance systems, including service robotics, dedicated to dependent people, with a strong focus on mechanism design, transport regulation and intelligent energy management.

Publications LIRIS pour l'équipe Systèmes Cognitifs et Systèmes Multi-Agents (SyCoSMA) (235)

• 2024 (16)
• Journals (2)
• International journals with peer review (2)
•  Olivier L. Georgeon, David Lurie & Paul Robertson (2024). "Artificial Enactive Inference in Three-Dimensional World". Cognitive Systems Research, vol. 86, p. 101234. doi : 10.1016/j.cogsys.2024.101234. HAL : hal-04587508. .
•  Lucien Tisserand, Brooke Stephenson, Heike Baldauf-Quilliatre, Mathieu Lefort & Frédéric Armetta (2024). "Unraveling the thread: understanding and addressing sequential failures in human-robot interaction". Frontiers in Robotics and AI. doi : 10.3389/frobt.2024.1359782. HAL : hal-04748375.
• Conferences (12)
• International conferences with peer review (11)
•  Olivier Georgeon, Béatrice De Montera & Paul Robertson (2024). "Reducing Intuitive-Physics Prediction Error through Playing". International Workshop on Active Inference, 11 septembre 2024, Oxford (United Kingdom). HAL : hal-04691312. .
•  Timon Deschamps, Rémy Chaput & Laëtitia Matignon (2024). "Multi-objective reinforcement learning: an ethical perspective". Multi-Objective Decision Making Workshop, 20 octobre 2024, Santiago de Compostela (Spain). HAL : hal-04711682. .
•  Pierre Marza, Laetitia Matignon, Olivier Simonin & Christian Wolf (2024). "Task-conditioned adaptation of visual features in multi-task policy learning". CVPR 2024 - IEEE/CVF Conference on Computer Vision and Pattern Recognition, 21 juin 2024, Seattle (United States of America), pp. 1-16. HAL : hal-04569375. .
•  Redha Taguelmimt, Samir Aknine, Djamila Boukredera, Narayan Changder & Tuomas Sandholm (2024). "Faster Optimal Coalition Structure Generation via Offline Coalition Selection and Graph-Based Search, Accepted paper". IJCAI, Jeju (Korea (South)). HAL : hal-04549409.
•  Redha Taguelmimt, Samir Aknine, Djamila Boukredera, Narayan Changder & Tuomas Sandholm (2024). "A Multiagent Path Search Algorithm for Large-Scale Coalition Structure Generation, Long Abstract". AAMAS, AUCKLAND (New Zealand). HAL : hal-04357674.
•  Redha Taguelmimt, Samir Aknine, Djamila Boukredera, Narayan Changder & Tuomas Sandholm (2024). "Efficient Size-based Hybrid Algorithm for Optimal Coalition Structure Generation, Long Abstract". AAMAS, AUCKLAND (New Zealand). HAL : hal-04357671.
•  Biswas Tuhin Kumar, Gupta Avisek, Narayan Changder, Redha Taguelmimt, Samir Aknine, Chattopadhyay Samiran & Animesh Dutta (2024). "Coalition Formation for Task Allocation Using Multiple Distance Metrics (Student Abstract)". AAAI, Vancouver (Canada). HAL : hal-04418100.
•  Erwan Escudie, Laëtitia Matignon & Jacques Saraydaryan (2024). "Attention Graph for Multi-Robot Social Navigation with Deep Reinforcement Learning". AAMAS 2024 - International Conference on Autonomous Agents and Multi-Agent Systems, 10 mai 2024, Auckland (New Zealand). HAL : hal-04427749. .
•  Marija Petrović, Predrag Teovanović, Danka Purić, Bruno Yun, Caren Al Anaissy, Sébastien Konieczny & Srdjan Vesic (2024). "Human Compliance with Normative Principles in Argumentation: Effects of Naturalness Bias and Graphical Representation". The 2nd International Workshop on Argumentation for eXplainable AI (ArgXAI 2024), 16 septembre 2024, Hagen (Germany). HAL : hal-04720157. .
•  Pierre Marza, Laetitia Matignon, Olivier Simonin, Dhruv Batra, Christian Wolf & Devendra Chaplot (2024). "AutoNeRF: Training Implicit Scene Representations with Autonomous Agents". IROS 2024 - International Conference on Intelligent Robots and Systems, 18 octobre 2024, Abu Dhabi (United Arab Emirates), pp. 1-8. HAL : hal-04688608. .
•  Elliot Faugier, Frédéric Armetta, Angela Bonifati & Bruno Yun (2024). "Assisted Debated Builder with Large Language Models". Europen Conference On Artificial Intelligence, 24 octobre 2024, Santiago de Compostela (Spain). doi : 10.3233/FAIA241026. ArXiv : 2405.13015. HAL : hal-04742709. .
• National conferences with peer review (1)
•  Timon Deschamps, Rémy Chaput & Laetitia Matignon (2024). "Multi-objective reinforcement learning: an ethical perspective". RJCIA, 5 juillet 2024, La Rochelle (France). HAL : hal-04711663. .
• Patents and softwares (2)
•  Elliot Faugier, Frédéric Armetta, Angela Bonifati & Bruno Yun (2024). "ADBL2: Assisted Debate Builder with Large Language Models". HAL : hal-04662012. .
•  Julien Perier-Camby & Frédéric Armetta (2024). "Peppermint Conversational Framework (ppm-conv)". HAL : hal-04452246.
• 2023 (31)
• Journals (6)
• International journals with peer review (5)
•  Arthur Aubret, Laëtitia Matignon & Salima Hassas (2023). "DisTop: Discovering a Topological representation to learn diverse and rewarding skills". IEEE Transactions on Cognitive and Developmental Systems. doi : 10.1109/TCDS.2023.3265200. ArXiv : 2106.03853. HAL : hal-04166057.
•  Clément Scheirlinck, Rémy Chaput & Salima Hassas (2023). "Ethical Smart Grid: a Gym environment for learning ethical behaviours". Journal of Open Source Software, vol. 8, #88, p. 5410. doi : 10.21105/joss.05410. HAL : hal-04187666. .
•  Arthur Aubret, Laëtitia Matignon & Salima Hassas (2023). "An Information-Theoretic Perspective on Intrinsic Motivation in Reinforcement Learning: A Survey". Entropy, vol. 25, #2, p. 327. doi : 10.3390/e25020327. ArXiv : 2209.08890. HAL : hal-04093961.
•  Valerija Holomjova, Andrew Starkey, Bruno Yun & Pascal Meißner (2023). "One-shot Learning for Task-oriented Grasping". IEEE Robotics and Automation Letters, vol. 8, #12, pp. 8232-8238. doi : 10.1109/LRA.2023.3326001. HAL : hal-04317959. .
•  Nir Oren & Bruno Yun (2023). "Inferring Attack Relations for Gradual Semantics". Argument and Computation, vol. 14, #3, pp. 327-345. doi : 10.3233/AAC-220010. HAL : hal-04317938. .
• National journals with peer review (1)
•  Rémy Chaput, Jérémy Duval, Olivier Boissier, Mathieu Guillermin & Salima Hassas (2023). "Apprentissage de comportements éthiques multi-valeurs par combinaison d’agents juges symboliques et d’agents apprenants". Revue Ouverte d'Intelligence Artificielle, vol. 4, #2, pp. 41-66. doi : 10.5802/roia.56. HAL : hal-04161020. .
• Conferences (21)
• International conferences with peer review (18)
•  Redha Taguelmimt, Samir Aknine, Djamila Boukredera & Narayan Changder (2023). "Parallel Index-based Search Algorithm for Coalition Structure Generation, student abstract". AAAI, washington (United States of America). HAL : hal-04077920.
•  Redha Taguelmimt, Samir Aknine, Djamila Boukredera, Narayan Changder & Tuomas Sandholm (2023). "Optimal Anytime Coalition Structure Generation Utilizing Compact Solution Space Representation". International Joint Conference on Artificial Intelligence ( IJCAI), 19 août 2023, Macao (China). HAL : hal-04077910. .
•  Simon Forest, Jean-Charles Quinton & Mathieu Lefort (2023). "Champ neuronal et apprentissage profond de topologies pour la fusion multimodale". CNIA 2023 - Conférence Nationale en Intelligence Artificielle, PFIA, 5 juillet 2023, Strasbourg (France), pp. 40-49. HAL : hal-04164249. .
•  Quenum Ghislain & Samir Aknine (2023). "Cooperative Virtual Machine Placement". ESOCC, 10th European Conference On Service-Oriented And Cloud Computing, Larnaca (Cyprus). HAL : hal-04198327.
•  Alexandre Devillers & Mathieu Lefort (2023). "EquiMod: An Equivariance Module to Improve Visual Instance Discrimination". International Conference on Learning Representations, 5 mai 2023, Kigali (Rwanda). HAL : hal-04184307. .
•  Lucien Tisserand, Frédéric Armetta, Heike Baldauf-Quilliatre, Antoine Bouquin, Salima Hassas & Mathieu Lefort (2023). "Sequential annotations for naturally-occurring HRI: first insights". Workshop Human-Robot Conversational Interaction (HRCI) in ACM/IEEE International Conference on Human-Robot Interaction, Stockholm (Sweden). ArXiv : 2308.15097. HAL : hal-04180331. .
•  Anaëlle Badier, Mathieu Lefort & Marie Lefevre (2023). "Understanding the Usages and Effects of a Recommendation System in a Non-formal Learning Context". Intelligent Tutoring Systems, 5 juin 2023, Corfu (Greece). doi : 10.1007/978-3-031-32883-1_5. HAL : hal-04092818.
•  Benoît Alcaraz, Olivier Boissier, Rémy Chaput & Christopher Leturc (2023). "AJAR: An Argumentation-based Judging Agents Framework for Ethical Reinforcement Learning". AAMAS '23: International Conference on Autonomous Agents and Multiagent Systems, 2 juin 2023, London (United Kingdom). doi : 10.5555/3545946.3598956. HAL : hal-04127943. .
•  Maya Medjad, Mathieu Buonomo, Raphaël Szymocha & Frédéric Armetta (2023). "Un modèle pour la généricité des agents conversationnels vocaux multi-domaines". RJCIA 2023, 7 juillet 2023, Strasbourg (France). HAL : hal-04209690. .
•  Redha Taguelmimt, Samir Aknine, Djamila Boukredera & Narayan Changder (2023). "Anytime Index-Based Search Method for Large-Scale Simultaneous Coalition Structure Generation and Assignment". ECAI, Accepted paper, 30 septembre 2023, Kraków (Poland). doi : 10.3233/FAIA230527. HAL : hal-04163030. .
•  Redha Taguelmimt, Samir Aknine, Djamila Boukredera, Narayan Changder & Tuomas Sandholm (2023). "Faster Optimal Coalition Structure Generation via Offline Coalition Selection and Graph-Based Search". 14th Optimization and Learning in Multiagent Systems Workshop, AAMAS, 19 août 2023, Londres (United Kingdom). HAL : hal-04093715.
•  Redha Taguelmimt, Samir Aknine, Djamila Boukredera, Narayan Changder & Tuomas Sandholm (2023). "Efficient Size-based Hybrid Algorithm for Optimal Coalition Structure Generation". 14th Optimization and Learning in Multiagent Systems Workshop, AAMAS, 19 août 2023, Londres (United Kingdom). HAL : hal-04093716.
•  Anaëlle Badier, Mathieu Lefort & Marie Lefevre (2023). "Recommendation Model for an After-School E-learning Mobile Application". CSEDU, 23 avril 2023, Prague (Czech Republic). doi : 10.5220/0011717800003470. HAL : hal-04092808.
•  Redha Taguelmimt, Samir Aknine, Djamila Boukredera, Narayan Changder & Tuomas Sandholm (2023). "A Multiagent Path Search Algorithm for Large-Scale Coalition Structure Generation.". 14th Optimization and Learning in Multiagent Systems Workshop, AAMAS, 19 août 2023, Londres (United Kingdom). HAL : hal-04093710.
•  Pierre Marza, Laetitia Matignon, Olivier Simonin & Christian Wolf (2023). "Multi-Object Navigation with dynamically learned neural implicit representations". ICCV 2023 - International Conference on Computer Vision, 6 octobre 2023, Paris (France), pp. 1-21. HAL : hal-04390240. .
•  Simon Gay, François Suro, Olivier Georgeon & Jean-Paul Jamont (2023). "An Affordance-Based Intersubjectivity Mechanism to Infer the Behaviour of Other Agents". 2023 IEEE International Conference on Development and Learning (ICDL), 11 novembre 2023, Macau (China), pp. 403-408. doi : 10.1109/ICDL55364.2023.10364476. HAL : hal-04600410. .
•  Frédéric Armetta, Anthony Baccuet & Mathieu Lefort (2023). "Algorithmic learning, a next step for AI. An application to arithmetic operations". 9th International Workshop on Artificial Intelligence and Cognition (AIC), 15 septembre 2023, Bremen (Germany). HAL : hal-04241611. .
•  Rémy Chaput, Laëtitia Matignon & Mathieu Guillermin (2023). "Learning to identify and settle dilemmas through contextual user preferences". IEEE International Conference on Tools with Artificial Intelligence (ICTAI), 8 novembre 2023, Atlanta (United States of America). doi : 10.1109/ICTAI59109.2023.00075. HAL : hal-04349804.
• National conferences with peer review (3)
•  Alexandre Devillers, Benoît Alcaraz & Mathieu Lefort (2023). "Suréchantillonage Actif pour Modérer l'Apprentissage de Biais Visuels". Conférence sur l’Apprentissage Automatique, 5 juillet 2023, Strasbourg (France). HAL : hal-04184291. .
•  Frédéric Armetta, Anthony Baccuet & Mathieu Lefort (2023). "L'apprentissage algorithmique, une nouvelle étape pour l'IA. Une application aux opérations arithmétiques". CNIA 2023 - Conférence Nationale en Intelligence Artificielle, PFIA, 5 juillet 2023, Strasbourg (France), pp. 31-39. HAL : hal-04164229. .
•  Anaëlle Badier, Mathieu Lefort & Marie Lefevre (2023). "Comprendre les usages et effets d'un système de recommandations pédagogiques en contexte d'apprentissage non-formel". EIAH'23, 16 juin 2023, Brest (France). HAL : hal-04092828.
• HDR, thesis (1)
• Thesis (1)
•  Anaëlle Badier (2023). "Adaptive Learning en contexte parascolaire : modèles de recommandation et analyses des traces d'un déploiement industriel pour une amélioration continue du processus de personnalisation". HAL : tel-04753578.
• Patents and softwares (1)
•  Clément Scheirlinck, Rémy Chaput & Salima Hassas (2023). "Ethical Smart Grid". HAL : hal-04335677.
• Book edition (books, chapters, seminars, congress, special numbers) (1)
•  Emmanuel Adam, Thomas Guyet, Benoit Le Blanc, Dominique Longin, Zied Bouraoui, Sandra Bringay, Romaric Gaudel, Charlotte Laclau, Christelle Launois et al. (2023). "Conférence Nationale d’Intelligence Artificielle Année 2023". Association Française pour l'Intelligence Artificielle. HAL : hal-04310171. .
• Others (1)
•  Rémy Chaput, Olivier Boissier & Mathieu Guillermin (2023). "Adaptive reinforcement learning of multi-agent ethically-aligned behaviours: the QSOM and QDSOM algorithms". ArXiv : 2307.00552. HAL : hal-04379426. .
• 2022 (21)
• Journals (4)
• International journals with peer review (4)
•  Narayan Changder, Samir Aknine & Animesh Dutta (2022). "An Abortion Based Search Method for Optimal Coalition Structure Generation". Group Decision and Negotiation. doi : 10.1007/s10726-022-09781-2. HAL : hal-03579876.
•  Mathieu Guillermin & Olivier L. Georgeon (2022). "Artificial Interactionism: Avoiding Isolating Perception From Cognition in AI". Frontiers in Artificial Intelligence. doi : 10.3389/frai.2022.806041. HAL : hal-03552075.
•  Zine El Abidine Kherroubi, Samir Aknine & Rebiha Bacha (2022). "Novel Decision-Making Strategy for Connected and Autonomous Vehicles in Highway On-ramp Merging". IEEE Transactions on Intelligent Transportation Systems. doi : 10.1109/TITS.2021.3114983. HAL : hal-03349170.
•  Simon Forest, Jean-Charles Quinton & Mathieu Lefort (2022). "A dynamic neural field model of multimodal merging: application to the ventriloquist effect". Neural Computation, vol. 34, #8, pp. 1701-1726. doi : 10.1162/neco_a_01509. HAL : hal-03600794. .
• Conferences (10)
• International conferences with peer review (9)
•  Redha Taguelmimt, Samir Aknine, Djamila Boukredera & Narayan Changder (2022). "Subspace-Focused Search Method for Optimal Coalition Structure Generation". ICTAI, Virtual Conference (Canada). HAL : hal-03830082.
•  Redha Taguelmimt, Samir Aknine, Djamila Boukredera & Narayan Changder (2022). "PICS: Parallel Index-based Search Algorithm for Coalition Structure Generation". ICTAI, Virtual Conference (Canada). HAL : hal-03830080.
•  Simon Gay, Jean-Paul Jamont & Olivier L. Georgeon (2022). "Identifying and localizing dynamic affordances to improve interactions with other agents". IEEE International Conference on Development and Learning (ICDL 2022), 15 septembre 2022, Londres (United Kingdom). doi : 10.1109/ICDL53763.2022.9962231. HAL : hal-03828062. .
•  Pierre Marza, Laëtitia Matignon, Olivier Simonin & Christian Wolf (2022). "Teaching Agents how to Map: Spatial Reasoning for Multi-Object Navigation". International Conference on Intelligent Robots and Systems (IROS) 2022, 27 octobre 2022, Kyoto (Japan). doi : 10.1109/IROS47612.2022.9982216. HAL : hal-03940658. .
•  Anne-Gwenn Bosser, Liana Ermakova, Florence Dupin De Saint-Cyr, Pierre De Loor, Victor Charpenay, Nicolas Pépin-Hermann, Benoît Alcaraz, Jean-Victor Autran, Alexandre Devillers et al. (2022). "Poetic or Humorous Text Generation: Jam Event at PFIA2022". 13th Conference and Labs of the Evaluation Forum (CLEF 2022), 8 septembre 2022, Bologna (Italy), pp. 1719-1726. HAL : hal-03795272. .
•  Alexandre Devillers & Mathieu Lefort (2022). "Towards Considering Explicit Sensitivity to Augmentation in Visual Instance Discrimination Tasks". 20èmes Rencontres des Jeunes Chercheurs en Intelligence Artificielle, 1 juillet 2022, Saint-Etienne (France). HAL : hal-03765558. .
•  Alexandre Devillers, Valentin Chaffraix, Frédéric Armetta, Stefan Duffner & Mathieu Lefort (2022). "The Impact of Action in Visual Representation Learning". International Conference on Development and Learning (ICDL 2022), 12 septembre 2022, London (United Kingdom). doi : 10.1109/ICDL53763.2022.9962210. HAL : hal-03815546. .
•  Simon Forest, Jean-Charles Quinton & Mathieu Lefort (2022). "Combining Manifold Learning and Neural Field Dynamics for Multimodal Fusion". 2022 International Joint Conference on Neural Networks (IJCNN), 23 juillet 2022, Padua (Italy). doi : 10.1109/IJCNN55064.2022.9892614. HAL : hal-03693198. .
•  Olivier L. Georgeon, Juan Vidal, Titouan Knockaert & Paul Robertson (2022). "Simultaneous Localization and Active Phenomenon Inference (SLAPI)". International Workshop on Self-Supervised learning, 29 juillet 2022, Reykjavik (Iceland), pp. 77-88. HAL : hal-04060326. .
• National conferences with peer review (1)
•  Anaëlle Badier (2022). "Recommandation de ressources éducatives en contexte d’apprentissage parascolaire sur application mobile". Neuvièmes Rencontres Jeunes Chercheur·e·s en EIAH, RJC-EIAH, 11 mai 2022, Lille (France), pp. 118-125. HAL : hal-03846074. .
• HDR, thesis (3)
• Thesis (3)
•  Simon Forest (2022). "Topologies en perception multimodale neuro-inspirée : apprentissage, fusion, prise de décision". HAL : tel-04069497. .
•  Cécile Daniel (2022). "Large scale urban transport control for enhanced resilience : Analysis via complex networks, artificial intelligence and Big Data processing". HAL : tel-04098769. .
•  Rémy Chaput (2022). "Learning behaviours aligned with moral values in a multi-agent system : guiding reinforcement learning with symbolic judgments". HAL : tel-04107492. .
• Reports (1)
• Research reports/tecnical reports (1)
•  Yohan Michelland, Laëtitia Matignon, Jacques Saraydaryan & Olivier Simonin (2022). "Apprentissage pour la navigation robotique parmi les humains : vers des chemins s'adaptant aux dynamiques de l'environnement". . pp. 1-27. HAL : hal-03862226. .
• Others (3)
•  Heike Baldauf-Quilliatre, Antoine Bouquin, Salima Hassas & Lucien Tisserand (2022). "Interacting with Pepper: mutual learning of turn-taking practices in HRI (PepperMint)". Digital Meeting for Conversation Analysis, 4 novembre 2022, Virtual conference (United States of America). Poster. HAL : hal-03879674.
•  Arthur Aubret, Laëtitia Matignon & Salima Hassas (2022). "An information-theoretic perspective on intrinsic motivation in reinforcement learning". NeurIPS 2022 Workshop on Information-Theoretic Principles in Cognitive Systems, New Orleans (United States of America). Poster. HAL : hal-04168142.
•  Arthur Aubret, Mathieu Lefort, Jochen Triesch, Laëtitia Matignon, Salima Hassas & Céline Teulière (2022). "Compressed information is all you need: unifying intrinsic motivations and representation learning". NeurIPS 2022 Workshop on Information-Theoretic Principles in Cognitive Systems, New Orleans (United States of America). Poster. HAL : hal-04168147.
• 2021 (18)
• Journals (4)
• International journals with peer review (4)
•  Amit Biswas, Ashish Kumar Maurya, Anil Kumar Tripathi & Samir Aknine (2021). "FRLLE: A Failure Rate and Load based Leader Election Algorithm for a Bidirectional Ring in Distributed Systems". Journal of Supercomputing. doi : 10.1007/s11227-020-03286-y. HAL : hal-02532976.
•  Narayan Changder, Samir Aknine & Animesh Dutta (2021). "Improving Coalition Structure Search with an Imperfect Algorithm : Analysis and Evaluation Results". Artificial Intelligence Review. doi : 10.1007/s10462-020-09850-5. HAL : hal-02569235.
•  Guillaume Bono, Jilles Dibangoye, Olivier Simonin, Laëtitia Matignon & Florian Pereyron (2021). "Solving Multi-Agent Routing Problems Using Deep Attention Mechanisms". IEEE Transactions on Intelligent Transportation Systems, vol. 22, #12, pp. 7804-7813. doi : 10.1109/TITS.2020.3009289. HAL : hal-02909132.
•  Amit Biswas, Anil Kumar Tripathi & Samir Aknine (2021). "Lea-TN: Leader Election Algorithm Considering Node and Link Failures in a Torus Network". Journal of Supercomputing. doi : 10.1007/s11227-021-03803-7. HAL : hal-03199996.
• Conferences (11)
• International conferences with peer review (9)
•  Rémy Chaput, Amélie Cordier & Alain Mille (2021). "Explanation for Humans, for Machines, for Human-Machine Interactions?". AAAI-2021, Explainable Agency in Artificial Intelligence WS, 8 février 2021, Virtual Conference (United States of America). HAL : hal-03106286. .
•  Redha Taguelmimt, Samir Aknine, Djamila Boukredera & Narayan Changder (2021). "FACS: Fast code-based Algorithm for Coalition Structure Generation, Student Abstract, Selected for presentation". AAAI, 2 février 2021, Virtual Conference (Canada). doi : 10.1609/aaai.v35i18.17950. HAL : hal-03091652.
•  Narayan Changder, Samir Aknine, Sarvapali Ramchurn & Animesh Dutta (2021). "BOSS: A Bi-directional Search Technique for Optimal Coalition Structure Generation with Minimal Overlapping, Student Abstract". AAAI, 2 février 2021, Virtual Conference (Canada). doi : 10.1609/aaai.v35i18.17879. HAL : hal-03091643.
•  Redha Taguelmimt, Samir Aknine, Djamila Boukredera & Narayan Changder (2021). "Code-based Algorithm for Coalition Structure Generation". ICTAI, 1 novembre 2021, Virtual Conference (Canada). doi : 10.1109/ICTAI52525.2021.00170. HAL : hal-03378938.
•  Zine El Abidine Kherroubi, Samir Aknine & Rebiha Bacha (2021). "Leveraging on Deep Reinforcement Learning for Autonomous Safe Decision-Making in Highway On-ramp Merging, Student Abstract". AAAI, 2 février 2021, .Virtual Conference (Canada). HAL : hal-03091646.
•  Youcef Sklab, Samir Aknine, Onn Shehory & Hanane Ariouat (2021). "Coalition Formation with Multiple Alternatives of Interdependent Tasks". Verification and Evaluation of Computer and Communication Systems, 23 novembre 2021, Beijing (China), pp. 75-90. doi : 10.1007/978-3-030-98850-0_6. HAL : hal-03619574.
•  Rémy Chaput, Jérémy Duval, Olivier Boissier, Mathieu Guillermin & Salima Hassas (2021). "A Multi-Agent Approach to Combine Reasoning and Learning for an Ethical Behavior". AIES '21: AAAI/ACM Conference on AI, Ethics, and Society, 21 mai 2021, Virtual Event USA (United States of America), pp. 13-23. doi : 10.1145/3461702.3462515. HAL : emse-03318195.
•  Ruiqi Dai, Mathieu Lefort, Frédéric Armetta, Mathieu Guillermin & Stefan Duffner (2021). "Novelty detection for unsupervised continual learning in image sequences". IEEE International Conference on Tools with Artificial Intelligence (ICTAI), 1 novembre 2021, Washington DC (virtual) (United States of America). doi : 10.1109/ICTAI52525.2021.00080. HAL : hal-03465146. .
•  Ruiqi Dai, Mathieu Lefort, Frédéric Armetta, Mathieu Guillermin & Stefan Duffner (2021). "Self-supervised continual learning for object recognition in image sequences". International Conference on Neural Information Processing (ICONIP), 8 décembre 2021, Bali (Indonesia). HAL : hal-03465149. .
• National conferences with peer review (2)
•  Anaëlle Badier, Mathieu Lefort & Marie Lefevre (2021). "Système de recommandation de ressources pédagogiques pour un apprentissage sur application mobile parascolaire". 10e Conférence sur les Environnements Informatiques pour l’Apprentissage Humain, 10 juin 2021, Fribourg (Switzerland), pp. 294-299. HAL : hal-03287742. .
•  Rémy Chaput, Jérémy Duval, Olivier Boissier, Mathieu Guillermin & Salima Hassas (2021). "Approche multi-agent combinant raisonnement et apprentissage pour un comportement éthique". Journées Francophones sur les Systèmes Multi-Agents, 30 juin 2021, Bordeaux (France). HAL : emse-03278353. .
• HDR, thesis (1)
• Thesis (1)
•  Arthur Aubret (2021). "Learning increasingly complex skills through deep reinforcement learning using intrinsic motivation". HAL : tel-03684227. .
• Reports (1)
• Research reports/tecnical reports (1)
•  Hedwin Bonnavaud, Arthur Aubret & Laëtitia Matignon (2021). "Apprentissage séquentiel de compétences via la motivation intrinsèque et l'apprentissage par renforcement". Research report. HAL : hal-03455635. .
• Others (1)
•  Arthur Aubret, Laetitia Matignon & Salima Hassas (2021). "DisTop: Discovering a Topological representation to learn diverse and rewarding skills". HAL : hal-03352684. .
• 2020 (24)
• Journals (3)
• International journals with peer review (3)
•  Anouer Bennajeh, Slim Bechikh, Lamjed Ben Said & Samir Aknine (2020). "Multi-agent cooperation for an active perception based on driving behavior: Application in a car-following behavior". Applied Artificial Intelligence. doi : 10.1080/08839514.2020.1771837. HAL : hal-02595335.
•  Youcef Sklab, Samir Aknine, Onn Shehory & Abdelkamel Tari (2020). "Coalition formation with dynamically changing externalities". Engineering Applications of Artificial Intelligence. doi : 10.1016/j.engappai.2020.103577. HAL : hal-02484960.
•  Jianyong Xue, Olivier L. Georgeon & Salima Hassas (2020). "A Constructivist Approach and Tool for Autonomous Agent Bottom-up Sequential Learning". International Journal of Educational and Pedagogical Sciences, vol. 14, #10, pp. 886-894. HAL : hal-03104997. .
• Conferences (14)
• International conferences with peer review (12)
•  Arthur Aubret, Laëtitia Matignon & Salima Hassas (2020). "ELSIM: End-to-end learning of reusable skills through intrinsic motivation". 4th Lifelong Learning Workshop at ICML 2020, 18 juillet 2020, Vienne (Austria). HAL : hal-02902567.
•  Arthur Aubret, Laëtitia Matignon & Salima Hassas (2020). "ELSIM: End-to-end learning of reusable skills through intrinsic motivation". European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), 14 septembre 2020, Ghent (Belgium). doi : 10.1007/978-3-030-67661-2_32. ArXiv : 2006.12903. HAL : hal-02902573.
•  Souhila Arib & Samir Aknine (2020). "An Extended Multi-agent Coalitions Mechanism with Constraints". ICAART, valletta (Malta), pp. 199-207. HAL : hal-04077921.
•  Sacha Lhopital, Samir Aknine, Vincent Thavonekham, Huan Vu & Sarvapali Ramchurn (2020). "Decentralised Control of Intelligent Devices: A Healthcare Facility Study". EUMAS, accepted paper, Thessaloniki (Greece). doi : 10.1007/978-3-030-66412-1_2. HAL : hal-02500536.
•  Zine El Abidine Kherroubi, Samir Aknine & Rebiha Bacha (2020). "New Off-board Solution for Predicting Vehicles' Intentions in the Highway On-Ramp using Probabilistic Classifiers, Long Abstract". AAAI, 5 février 2020, NY (United States of America). HAL : hal-02357974.
•  Ndeye Arame Diago, Samir Aknine & Sarvapali Ramchurn (2020). "Distributed multi-issue multi-lateral negotiation using a divide and rule approach". EUMAS, accepted paper, Thessaloniki (Greece). HAL : hal-02500542.
•  Narayan Changder, Samir Aknine, Sarvapali Ramchurn & Animesh Dutta (2020). "ODSS: Efficient Hybridization for Optimal Coalition Structure Generation". AAAI, accepted paper, 5 février 2020, NY (United States of America). HAL : hal-02357971.
•  Paul Robertson & Olivier L. Georgeon (2020). "Continuous Learning of Action and State Spaces (CLASS)". International Workshop on Self-Supervised Learning, 28 février 2020, Boston (United States of America), pp. 15-31. HAL : hal-02975529.
•  Olivier L. Georgeon, Paul Robertson & Jianyong Xue (2020). "Generating Natural Behaviors using Constructivist Algorithms". International Workshop on Self-Supervised Learning, 28 février 2020, Boston (United States of America), pp. 5-14. HAL : hal-02930211.
•  Zine El Abidine Kherroubi, Samir Aknine & Rebiha Bacha (2020). "Novel Off-board Solution for Predicting Drivers’ Intentions using Probabilistic Classifiers". IAT, 14 décembre 2020, . (Australia). HAL : hal-02979148.
•  Bastien Nollet, Mathieu Lefort & Frédéric Armetta (2020). "Learning Arithmetic Operations With A Multistep Deep Learning". The International Joint Conference on Neural Networks (IJCNN), 19 juillet 2020, Glasgow (United Kingdom). doi : 10.1109/IJCNN48605.2020.9206963. HAL : hal-02929738. .
•  Huan Vu, Samir Aknine, Sarvapali Ramchurn & Alessandro Farinelli (2020). "Decentralised Multi-Intersection Congestion Control for Connected Autonomous Vehicles". EUMAS, accepted paper, Thessaloniki (Greece). doi : 10.1007/978-3-030-66412-1_3. HAL : hal-02500538.
• National conferences with peer review (2)
•  Arthur Aubret, Laëtitia Matignon & Salima Hassas (2020). "ELSIM: End-to-end learning of reusable skills through intrinsic motivation". Journées Francophones sur la Planification, la Décision et l'Apprentissage pour la conduite de systèmes, 3 juillet 2020, Angers (France). HAL : hal-02902570.
•  Rémy Chaput, Olivier Boissier, Mathieu Guillermin & Salima Hassas (2020). "Apprentissage adaptatif de comportements éthiques". 28e Journées Francophones sur les Systèmes Multi-Agents (JFSMA'2020), 29 juin 2020, Angers (France). HAL : hal-03012127. .
• HDR, thesis (4)
• Thesis (4)
•  Antoine Gréa (2020). "Méta-langage endomorphe et planification abstraite pour la reconnaissance des intentions en temps réel". HAL : tel-03288697. .
•  Benoit Vuillemin (2020). "Prediction rule mining in an Ambient Intelligence context". HAL : tel-02934428. .
•  Huan Vu (2020). "Decentralised congestion control mechanisms for autonomous vehicles using distributed constraints optimisation". HAL : tel-03347713. .
•  Jianyong Xue (2020). "Architecture cognitive constructiviste : un modèle pour concevoir un agent automotivé capable de faire du sens et de construire des connaissances de l'environnement". HAL : tel-03406086. .
• Reports (1)
• Research reports/tecnical reports (1)
•  Alain Mille, Rémy Chaput & Amélie Cordier (2020). "Une perspective historique sur l'IA explicable Document préparatoire à un tutorial AFIA juillet 2020". Research report. HAL : hal-03352469. .
• Others (2)
•  Philippe Gagnon, Mathieu Guillermin, Olivier L. Georgeon, Juan Vidal & Béatrice De Montera (2020). "Acquisition of Autonomy in Biotechnology and Artificial Intelligence". HAL : hal-04131714.
•  Paul Robertson, Henry Minsky, Cyrus Shaoul, Milan Minsky & Olivier L. Georgeon (2020). "IWSSL Introduction to this volume". HAL : hal-02975545.
• 2019 (22)
• Journals (3)
• International journals with peer review (3)
•  Jean-Matthieu Etancelin, André Fabbri, Frédéric Guinand & Martin Rosalie (2019). "DACYCLEM: A decentralized algorithm for maximizing coverage and lifetime in a mobile wireless sensor network". Ad Hoc Networks, vol. 87, pp. 174-187. doi : 10.1016/j.adhoc.2018.12.008. HAL : hal-01969591. .
•  Anouer Bennajeh, Slim Bechikh, Lamjed Ben Said & Samir Aknine (2019). "Bi-level decision-making modeling for an autonomous driver agent: Application in the car-following driving behavior". Applied Artificial Intelligence, vol. 33, #13, pp. 1157-1178. doi : 10.1080/08839514.2019.1673018. HAL : hal-02302101.
•  Olivier L. Georgeon & Alexander Riegler (2019). "CASH Only: Constitutive Autonomy through Motorsensory Self-Programming". Cognitive Systems Research, vol. 58, pp. 366-374. doi : 10.1016/j.cogsys.2019.08.006. HAL : hal-02270223. .
• Conferences (15)
• International conferences with peer review (13)
•  Narayan Changder, Samir Aknine & Animesh Dutta (2019). "An Imperfect Algorithm for Coalition Structure Generation, Long Abstract". AAAI Conference on Artificial Intelligence, 27 janvier 2019, Hawaii (United States of America), pp. 9923-9924. HAL : hal-01910491.
•  Zine El Abidine Kherroubi, Samir Aknine & Rebiha Bacha (2019). "Dynamic and intelligent control of autonomous vehicles for highway on-ramp merge,". AAMAS, International Conference on Autonomous Agents and Multiagent Systems, 13 mai 2019, Montreal (Canada), pp. 2057-2059. HAL : hal-01990340.
•  Simon Pageaud, Véronique Deslandres, Vassilissa Lehoux-Lebacque & Salima Hassas (2019). "Multi-Agent Learning and Coordination with Clustered Deep Q-Network". International Conference on Autonomous Agents and Multiagent Systems, 13 mai 2019, Montréal (Canada). HAL : hal-02013653.
•  Zine El Abidine Kherroubi, Samir Aknine & Rebiha Bacha (2019). "A Dynamic Bayesian Network Based Merge Mechanism for Autonomous Vehicles, Long Abstract". AAAI Conference on Artificial Intelligence, 27 janvier 2019, Hawaii (United States of America), pp. 9953-9954. HAL : hal-01910489.
•  Antoine Grea, Samir Aknine & Laëtitia Matignon (2019). "HEART: Using Abstract Plans as a Guarantee of Downward Refinement in Decompositional Planning". 11th International Conference on Agents and Artificial Intelligence, 21 février 2019, Prague (Czech Republic), pp. 514-522. doi : 10.5220/0007342905140522. HAL : hal-02097488.
•  Laurianne Charrier, Alisa Rieger, Alexandre Galdeano, Amélie Cordier, Mathieu Lefort & Salima Hassas (2019). "The RoPE Scale: a Measure of How Empathic a Robot is Perceived". 14th ACM/IEEE International Conference on Human-Robot Interaction (HRI), 14 mars 2019, Daegu (Korea (South)). doi : 10.1109/HRI.2019.8673082. HAL : hal-04077844. .
•  Narayan Changder, Samir Aknine & Animesh Dutta (2019). "Leveraging Symmetric Relations for Approximation Coalition Structure Generation, To appear". PRIMA, 28 octobre 2019, Torino (Italy). doi : 10.1007/978-3-030-33792-6_27. HAL : hal-02275636.
•  Benoit Vuillemin, Lionel Delphin-Poulat, Rozenn Nicol, Laëtitia Matignon & Salima Hassas (2019). "TSRuleGrowth: Mining partially-ordered prediction rules from a time series of discrete elements, application to a context of ambient intelligence". ADMA: Advanced Data Mining and Applications, 21 novembre 2019, Dalian (China). doi : 10.1007/978-3-030-35231-8_9. HAL : hal-02305993.
•  Marc Bertin, Pierre Jonin, Frédéric Armetta & Iana Atanassova (2019). "Identifying the Conceptual Space of Citation Contexts using Coreferences". 4th Joint Workshop on Bibliometric-enhanced Information Retrieval and Natural Language Processing for Digital Libraries (BIRNDL 2019) at the 42ndInternational ACM SIGIR Conference on Research and Development in Information Retrieval, 25 juillet 2019, Paris (France), pp. 138-144. HAL : hal-02271586. .
•  Narayan Changder, Samir Aknine & Animesh Dutta (2019). "An Effective Dynamic Programming Algorithm for Optimal Coalition Structure Generation". ICTAI, 4 novembre 2019, Portland (United States of America). doi : 10.1109/ICTAI.2019.00105. HAL : hal-02266791.
•  Marc Bertin, Pierre Jonin, Frédéric Armetta & Iana Atanassova (2019). "Determining Citation Blocks using End-to-end Neural Coreference Resolution Model for Citation Context Analysis". 17th International Conference on Scientometrics & Informetrics, 5 septembre 2019, Rome (Italy), p. 2720. HAL : hal-02458953. .
•  Narayan Changder, Samir Aknine & Animesh Dutta (2019). "An Improved Algorithm for Optimal Coalition Structure Generation". SoCS 2019: The 12th Annual Symposium on Combinatorial Search, 16 juillet 2019, California (United States of America), pp. 166-167. HAL : hal-02158807.
•  Julien Perier-Camby, Marc Bertin, Iana Atanassova & Frédéric Armetta (2019). "A preliminary study to compare deep learning with rule-based approaches for citation classification". 8th International Workshop on Bibliometric-enhanced Information Retrieval (BIR) co-located with the 41st European Conference on Information Retrieval (ECIR 2019), 18 avril 2019, Cologne (Germany), pp. 125-131. HAL : hal-02098831. .
• National conferences with peer review (2)
•  Arthur Aubret, Laëtitia Matignon & Salima Hassas (2019). "Étude de la motivation intrinsèque en apprentissage par renforcement". Journées Francophones sur la Planification, la Décision et l'Apprentissage pour la conduite de systèmes, 5 juillet 2019, Toulouse (France). HAL : hal-02272091. .
•  Benoit Vuillemin, Lionel Delphin-Poulat, Rozenn Nicol, Laëtitia Matignon & Salima Hassas (2019). "TSRuleGrowth : Extraction de règles de prédiction semi-ordonnées à partir d'une série temporelle d'éléments discrets, application dans un contexte d'intelligence ambiante". Conférence Nationale sur les Applications Pratiques de l'Intelligence Artificielle (APIA), 4 juillet 2019, Toulouse (France), pp. 82-89. HAL : hal-02190737. .
• HDR, thesis (2)
• Thesis (2)
•  Simon Pageaud (2019). "SmartGov : architecture générique pour la co-construction de politiques urbaines basée sur l'apprentissage par renforcement multi-agent". HAL : tel-02475605. .
•  Victor Lequay (2019). "A bottom-up approach to energy management in a Smart Grid : adaptive and reactive model using a decentralized architecture for a generic user-centered system enabling large scale deployments". HAL : tel-02519746. .
• Book edition (books, chapters, seminars, congress, special numbers) (1)
•  Mathieu Guillermin & Mathieu Lefort (2019). "De la signification éthique des limites". La personne transformée. Nouveaux enjeux éthiques et juridiques, Presses de l'Université Laval, pp. 91-112. doi : 10.2307/j.ctv1h0p1qk.10. HAL : hal-03498605.
• Others (1)
•  Simon Forest, Mathieu Lefort & Jean-Charles Quinton (2019). "Biological constraints in neural field models of sensor fusion". IMOL 2019 - 4th International Workshop on Intrinsically Motivated Open-ended Learning, 3 juillet 2019, Frankfurt (Germany). Poster. HAL : hal-03694078. .
• 2018 (22)
• Journals (4)
• International journals with peer review (4)
•  Olivier L. Georgeon & Mathieu Guillermin (2018). "Mastering the Laws of Feedback Contingencies Is Essential to Constructivist Artificial Agents". Constructivist foundations, vol. 13, #2, pp. 300-301. HAL : hal-01738132.
•  Paul Dorbec, Eric Duchêne, André Fabbri, Julien Moncel, Aline Parreau & Eric Sopena (2018). "Ice sliding games". International Journal of Game Theory, vol. 47, #2, pp. 487-508. doi : 10.1007/s00182-017-0607-5. ArXiv : 1507.00559. HAL : hal-01170310. .
•  Maxime Guériau, Frédéric Armetta, Salima Hassas, Romain Billot & Nour-Eddin El Faouzi (2018). "Apprentissage constructiviste à base de systèmes multiagents. Une application au problème complexe de la régulation coopérative du trafic". Revue des Sciences et Technologies de l'Information - Série RIA : Revue d'Intelligence Artificielle, vol. 32/2, pp. 249-277. doi : 10.3166/ria.32.249-277. HAL : hal-01885654.
•  Anouer Bennajeh, Slim Bechikh, Lamjed Ben Said & Samir Aknine (2018). "Anticipation model based on a modified fuzzy logic approach". IET Intelligent Transport Systems, vol. 13, #2, pp. 330-339. doi : 10.1049/iet-its.2018.5156. HAL : hal-01897042.
• Conferences (14)
• International conferences with peer review (12)
•  Laëtitia Matignon & Olivier Simonin (2018). "Multi-Robot Simultaneous Coverage and Mapping of Complex Scene". AAMAS 2018 - 17th International Conference on Autonomous Agents and Multiagent Systems - Demonstration, 15 juillet 2018, Stockholm (Sweden), pp. 1826-1828. HAL : hal-01774799. .
•  José Ghislain Quenum & Samir Aknine (2018). "Towards Executable Specifications for Microservices". IEEE International Conference on Services Computing, SCC, San Francisco (United States of America), pp. 41-48. HAL : hal-01773969.
•  Fabrice Jumel, Jacques Saraydaryan, Raphael Leber, Laëtitia Matignon, Eric Lombardi, Christian Wolf & Olivier Simonin (2018). "Context Aware Robot Architecture, Application to the RoboCup@Home Challenge". RoboCup symposium, 22 juin 2018, Montreal (Canada), pp. 1-12. doi : 10.1007/978-3-030-27544-0_17. HAL : hal-01832613. .
•  Laëtitia Matignon & Olivier Simonin (2018). "Multi-Robot Simultaneous Coverage and Mapping of Complex Scene - Comparison of Different Strategies". AAMAS 2018 - 17th International Conference on Autonomous Agents and Multiagent Systems - Robotics Track, 15 juillet 2018, Stockholm (Sweden), pp. 559-567. HAL : hal-01726120. .
•  Huan Vu, Samir Aknine & Sarvapali Ramchurn (2018). "A Decentralised Approach to Intersection Traffic Management". IJCAI, International Joint Conference on Artificial Intelligence, Stockholm (Sweden), pp. 527-533. HAL : hal-01772181.
•  Antoine Grea, Laëtitia Matignon & Samir Aknine (2018). "How explainable plans can make planning faster". Workshop on Explainable Artificial Intelligence, 19 juillet 2018, Stockholm (Sweden), pp. 58-64. HAL : hal-01878646. .
•  Jianyong Xue, Olivier L. Georgeon & Mathieu Guillermin (2018). "Causality Reconstruction by an Autonomous Agent". International Conference on Biologically Inspired Cognitive Architectures, 22 août 2018, Prague (Czech Republic), pp. 347-354. doi : 10.1007/978-3-319-99316-4_46. HAL : hal-01866197. .
•  Alexandre Galdeano, Alix Gonnot, Clément Cottet, Salima Hassas, Mathieu Lefort & Amélie Cordier (2018). "Developmental Learning for Social Robots in Real-World Interactions". First Workshop on Social Robots in the Wild at the 13th Annual ACM/IEEE International Conference on Human-Robot Interaction (HRI 2018), 5 mars 2018, Chicago, IL (United States of America), p. 5. HAL : hal-01852233. .
•  Laurianne Charrier, Alexandre Galdeano, Amélie Cordier & Mathieu Lefort (2018). "Empathy Display Influence on Human-Robot Interactions: a Pilot Study". Workshop on Towards Intelligent Social Robots: From Naive Robots to Robot Sapiens at the 2018 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2018), 5 octobre 2018, Madrid (Spain), p. 7. HAL : hal-01887075. .
•  Guillaume Bono, Jilles Dibangoye, Laëtitia Matignon, Florian Pereyron & Olivier Simonin (2018). "Cooperative Multi-Agent Policy Gradient". ECML-PKDD 2018 - European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, 14 septembre 2018, Dublin (Ireland), pp. 459-476. doi : 10.1007/978-3-030-10925-7_28. HAL : hal-01847775.
•  Antoine Grea, Laëtitia Matignon & Samir Aknine (2018). "HEART: HiErarchical Abstraction for Real-Time Partial Order Causal Link Planning". 1st Workshop on Hierarchical Planning at 28th International Conference on Automated Planning and Scheduling (ICAPS), 26 juin 2018, Delft (Netherlands), pp. 17-25. HAL : hal-01834701.
•  Guillaume Bono, Jilles Dibangoye, Laëtitia Matignon, Florian Pereyron & Olivier Simonin (2018). "SULFR: Simulation of Urban Logistic For Reinforcement". Workshop on Prediction and Generative Modeling in Reinforcement Learning, 15 juillet 2018, Stockholm (Sweden), pp. 1-5. HAL : hal-01847773. .
• National conferences with peer review (2)
•  Ndeye Arame Diago, Samir Aknine, Onn Shehory & Mbaye Sène (2018). "Négociation multilatérale pour la prise de décision collective". CNIA, Conférence Nationale en Intelligence Artificielle, Nancy (France), pp. 50-57. HAL : hal-01793456.
•  Guillaume Bono, Jilles Dibangoye, Laëtitia Matignon, Florian Pereyron & Olivier Simonin (2018). "Sur le Gradient de la Politique pour les Systèmes Multi-Agents Coopératifs". JFPDA 2018 - Journées Francophones sur la Planification, la Décision et l'Apprentissage pour la conduite de systèmes, 6 juillet 2018, Nancy (France), pp. 1-13. HAL : hal-01840852. .
• HDR, thesis (1)
• Thesis (1)
•  Ndeye Arame Diago (2018). "Mécanismes de négociation multilatérale pour la prise de décision collective". HAL : tel-02027250. .
• Book edition (books, chapters, seminars, congress, special numbers) (1)
•  Anouer Bennajeh, Slim Bechikh, Lamjed Ben Said & Samir Aknine (2018). "A fuzzy logic-based anticipation car-following model". Transactions on Computational Collective Intelligence, Ngoc Thanh Nguyen, Richard Kowalczyk, Springer, pp. 220-222. doi : 10.1007/978-3-319-99810-7_10. HAL : hal-01791523.
• Reports (1)
• Research reports/tecnical reports (1)
•  Guillaume Bono, Jilles Dibangoye, Laëtitia Matignon, Florian Pereyron & Olivier Simonin (2018). "On the Study of Cooperative Multi-Agent Policy Gradient". Research report, #RR-9188. pp. 1-27. HAL : hal-01821677. .
• Others (1)
•  Mathieu Lefort, Jean-Charles Quinton, Simon Forest, Adrien Techer, Alan Chauvin & Marie Avillac (2018). "Influence of eye-movements on multisensory stimulus localization: experiments, models and robotics applications". Grenoble Workshop on Models and Analysis of Eye Movements, 8 juin 2018, Grenoble (France). Poster. HAL : hal-01894621. .
• 2017 (21)
• Journals (5)
• International journals with peer review (3)
•  Olivier L. Georgeon (2017). "Little AI: Playing a constructivist robot". SoftwareX, vol. 6, pp. 161-164. doi : 10.1016/j.softx.2017.06.007. HAL : hal-01574683.
•  Baudouin Dafflon, Maxime Guériau & Franck Gechter (2017). "Using Physics Inspired Wave Agents in a Virtual Environment: Longitudinal Distance Control in Robots Platoon". International Journal of Monitoring and Surveillance Technologies Research, vol. 5, #2, pp. 15-28. doi : 10.4018/IJMSTR.2017040102. HAL : hal-01677247.
•  Amira Chekir, Salima Hassas, Maxime Descoteaux, Marc-Alexandre Côté, Eleftherios Garyfallidis & Fatima Oulebsir Boumghar (2017). "3D-SSF: A Bio-inspired Approach for Dynamic Multi-Subject Clustering of White Matter Tracts". Computers in Biology and Medicine. doi : 10.1016/j.compbiomed.2017.01.016. HAL : hal-01967864.
• National journals with peer review (1)
•  Victor Lequay, Mathieu Lefort, Saber Mansour & Salima Hassas (2017). "Ajustement diffus et adaptatif de la consommation électrique résidentielle par un système multi-agent auto-adaptatif". Revue des Sciences et Technologies de l'Information - Série RIA : Revue d'Intelligence Artificielle, vol. 31, 4/2017, pp. 427-447. doi : 10.3166/ria.31.427-448. HAL : hal-01578976. .
• Other journals (1)
•  Amélie Cordier & Joanna Jongwane (2017). "L'intelligence artificielle pour apprendre aux robots". Interstices. HAL : hal-01616343.
• Conferences (13)
• International conferences with peer review (10)
•  Aurelien Vialon, Kenji Tei & Samir Aknine (2017). "Soft-Goal Approximation Context Awareness of Goal-driven Self-Adaptive Systems". Model at Runtime workshop, International Conference on Autonomic Computing 2017, Ohio (United States of America). HAL : hal-01519502.
•  Laëtitia Matignon, Stéphane D'alu & Olivier Simonin (2017). "Multi-robot human scene observation based on hybrid metric-topological mapping". European Conference on Mobile Robotics, 8 septembre 2017, Paris (France), pp. 1-6. HAL : hal-01553064.
•  Mathieu Lefort, Jean-Charles Quinton, Marie Avillac & Adrien Techer (2017). "Active Multisensory Perception and LearnIng For InteractivE Robots". Workshop on Computational Models for Crossmodal Learning - IEEE ICDL-EPIROB, 21 septembre 2017, Lisbon (Portugal), p. 2. HAL : hal-01839427. .
•  Simon Pageaud, Véronique Deslandres, Vassilissa Lehoux-Lebacque & Salima Hassas (2017). "Co-construction of adaptive public policies using SmartGov". 29th International Conference on Tools with Artificial Intelligence, 8 novembre 2017, Boston (United States of America). HAL : hal-01637286.
•  Simon Gay, Alain Mille & Amélie Cordier (2017). "Autonomous object modeling and exploiting: a new approach based on affordances from continual interaction with environment". The Seventh Joint IEEE International Conference on Developmental Learning and Epigenetic Robotics (ICDL-Epirob), 18 septembre 2017, Lisbon (Portugal). HAL : hal-01632771. .
•  Nawel Medjkoune, Frédéric Armetta, Mathieu Lefort & Stefan Duffner (2017). "Autonomous object recognition in videos using Siamese Neural Networks". EUCognition Meeting (European Society for Cognitive Systems) on "Learning: Beyond Deep Neural Networks", 22 novembre 2017, Zurich (Switzerland), p. 4. HAL : hal-01630163. .
•  Arame Ndeye Diago, Samir Aknine, Sarvapali Ramchurn, Onn Shehory & Mbaye Sène (2017). "Distributed negotiation for collective decision-making". ICTAI, Boston (United States of America). HAL : hal-01588175.
•  Awa Diattara, Nathalie Guin, Vanda Luengo & Amélie Cordier (2017). "An Authoring Tool to Elicit Knowledge to be Taught without Programming". International Conference on Computer Supported Education, 23 avril 2017, Porto (Portugal), pp. 82-91. doi : 10.5220/0006315100820091. HAL : hal-01588822.
•  Matthis Gaciarz, Samir Aknine & Huan Vu (2017). "A constraint-based coordination model to advantage buses in urban traffic". ICTAI, Boston (United States of America). HAL : hal-01583031.
•  Feras Al Kassar & Frédéric Armetta (2017). "Extracting tags from large raw texts using End-to-End memory networks". 2nd Workshop on Semantic Deep Learning (SemDeep-2) in the 12th International Conference on Computational Semantics (IWCS 2017), 22 septembre 2017, Montpellier (France), pp. 33-47. HAL : hal-01591669. .
• National conferences with peer review (3)
•  Maxime Chabert, Pierre-Antoine Champin, Amélie Cordier & Christine Solnon (2017). "Comparaison de différents modèles de programmation par contraintes pour le clustering conceptuel". Treizièmes journées Francophones de Programmation par Contraintes, 13 juin 2017, Montreuil sur Mer (France). HAL : hal-02076396. .
•  Guillaume Bono, Jilles Steeve Dibangoye, Laëtitia Matignon, Florian Pereyron & Olivier Simonin (2017). "Classification des problèmes stochastiques et dynamiques de collectes et de livraisons par des véhicules intelligents". Journées Francophones sur la Planification, la Décision et l'Apprentissage pour la conduite de systèmes (JFPDA 2017), 6 juillet 2017, Caen (France). HAL : hal-01576351. .
•  Maxime Guériau, Frédéric Armetta, Salima Hassas, Romain Billot & Nour Eddin El Faouzi (2017). "Contrôle par apprentissage constructiviste pour le trafic coopératif". Journées Francophones sur les Systèmes Multi-Agents (JFSMA 2017), 6 juillet 2017, Caen (France). HAL : hal-01565620.
• HDR, thesis (1)
• Thesis (1)
•  Romain Cailliere (2017). "Mécanismes de négociation distribuée pour la gestion intelligente de l’énergie". HAL : tel-01982580. .
• Reports (1)
• Research reports/tecnical reports (1)
•  Simon Bultmann, Laëtitia Matignon & Olivier Simonin (2017). "Multi-Robot Navigation and Cooperative Mapping in a Circular Topology". Research report. HAL : hal-01526089. .
• Others (1)
•  Simon Pageaud, Véronique Deslandres, Vassilissa Lehoux & Salima Hassas (2017). "SmartGov : architecture générique pour exploiter les données des smart cities et co-concevoir des politiques crédibles". Journées Francophones sur les Systèmes Multi-Agents (JFSMA 2017), 6 juillet 2017, Caen (France). Poster. HAL : hal-01567275.
• 2016 (24)
• Journals (4)
• International journals with peer review (4)
•  Bouchareb Nassima, Nacer Eddine Zarour & Samir Aknine (2016). "Resource management policies to increase provider’s gain in a Cloud Coalition". International Journal of Grid and Utility Computing, vol. 7, #3, 163 -176. HAL : hal-01160356.
•  Maxime Gueriau, Romain Billot, Nour Eddin El Faouzi, Julien Monteil, Frédéric Armetta & Salima Hassas (2016). "How to assess the benefits of connected vehicles? A simulation framework for the design of cooperative traffic management strategies". Transportation research. Part C, Emerging technologies, vol. 67, pp. 266-279. doi : 10.1016/j.trc.2016.01.020. HAL : hal-01298573. .
•  Djamila Boukredera, Ramdane Maamri & Samir Aknine (2016). "Stochastic Petri Net-Based Modeling and Formal Analysis of Fault Tolerant Contract Net Protocol". Web Intelligence and Agent Systems, vol. 14, #3, pp. 245-271. HAL : hal-01254503.
•  André Fabbri, Frédéric Armetta, Eric Duchene & Salima Hassas (2016). "A Self-Acquiring Knowledge Process for MCTS". International Journal on Artificial Intelligence Tools, vol. 25, #01, p. 20. doi : 10.1142/S0218213016600071. HAL : hal-01233860.
• Conferences (17)
• International conferences with peer review (14)
•  Romain Caillière, Samir Aknine, Antoine Nongaillard & Sarvapali Ramchurn (2016). "Managing energy markets in future smart grids using bilateral contracts". ECAI, European Conference on AI, The Hague (Netherlands), 133—140. HAL : hal-01329606.
•  Bouchareb Nassima, Nacer Eddine Zarour & Samir Aknine (2016). "Intelligent Mechanism for Cloud Federation and Requirements Changes Management.". Advances in Intelligent Systems and Computing 465, ISBN 978-3-319-33620-6, Springer, prague (Czech Republic), pp. 147-157. HAL : hal-01330520.
•  Nam Tung Ly, Audrey Serna, Samir Aknine & Jörn Hurtienne (2016). "Towards Supporting Caregivers to Monitor the Whereabouts of People with Dementia". NordiCHI, goteborg (Sweden), p. 57. HAL : hal-01338338. .
•  Romain Caillière, Samir Aknine & Antoine Nongaillard (2016). "Multi-agent mechanism for efficient cooperative use of energy". AAMAS, Singapour (Singapore), 1365—1366. HAL : hal-01261596.
•  Anouer Bennajeh, Fahem Kebair, Lamjed Ben Said & Samir Aknine (2016). "Anticipation Based on a Bi-Level Bi-Objective Modeling for the Decision-Making in the Car-Following Behavior". Intelligent Decision Technologies, Volume 56 of the series Smart Innovation, Systems and Technologies, pp 231-241, 2016, Tenerife (Spain). HAL : hal-01338916.
•  Victor Lequay, Mathieu Lefort, Saber Mansour & Salima Hassas (2016). "Flexible Load Shedding Using Gossip Communication in a Multi-agents System". 10th IEEE International Conference on Self-Adaptive and Self-Organizing Systems, 16 septembre 2016, Ausburg (Germany), pp. 31-39. doi : 10.1109/SASO.2016.9. HAL : hal-01489782. .
•  Baudouin Dafflon, Maxime Guériau & Franck Gechter (2016). "WAVE: Wave Agents in a Virtual Environment; a Proof of Concept Applied to Longitudinal Distance Regulation in Platoon Control". 28th IEEE International Conference on Tools with Artificial Intelligence (ICTAI 2016), 6 novembre 2016, San Jose (United States of America), pp. 41-45. doi : 10.1109/ICTAI.2016.0017. HAL : hal-01575872. .
•  Remy Rojas, Lionel Médini & Amélie Cordier (2016). "Toward Constrained Semantic WoT". Seventh International Workshop on the Web of Things (WoT 2016), 7 novembre 2016, Stuttgart (Germany), pp. 31-37. doi : 10.1145/3017995.3018002. HAL : hal-01515382. .
•  Simon Gay, Alain Mille & Amélie Cordier (2016). "Autonomous affordance construction without planning for environment-agnostic agents". The Sixth Joint IEEE International Conference on Developmental Learning and Epigenetic Robotics (ICDL-Epirob), 22 septembre 2016, Cergy-Pontoise (France), pp. 111-116. doi : 10.1109/DEVLRN.2016.7846800. HAL : hal-01371894. .
•  Maxime Guériau, Frédéric Armetta, Salima Hassas, Romain Billot & Nour-Eddin El Faouzi (2016). "A constructivist approach for a self-adaptive decision-making system: application to road traffic control". 28th IEEE International Conference on Tools with Artificial Intelligence (ICTAI), 8 novembre 2016, San Jose (United States of America), pp. 670-677. doi : 10.1109/ICTAI.2016.0107. HAL : hal-01371774.
•  Nam Tung Ly, Robert Tscharn, Jan Pressler, Stephan Huber, Samir Aknine, Audrey Serna & Jörn Hurtienne (2016). "Smart Lighting in Dementia Care Facility". Ubicomp 2016. Workshop on Tangible Interaction with Light in the IoT, ACM,, Heidelberg (Germany), pp. 1636-1639. doi : 10.1145/2968219.2968526. HAL : hal-01341812.
•  Arame Ndeye Diago, Samir Aknine, Onn Shehory, Souhila Arib, Romain Caillière & Mbaye Sène (2016). "Decentralized and fair multilateral negotiation". ICTAI, California (United States of America), 149—156. HAL : hal-01355874.
•  Jonathan Cohen, Laëtitia Matignon & Olivier Simonin (2016). "Incremental and adaptive multi-robot mapping for human scene observation". ICTAI 2016 28th International Conference on Tools with Artificial Intelligence, 8 novembre 2016, San Jose (United States of America), pp. 678-685. HAL : hal-01357857.
•  Awa Diattara, Nathalie Guin, Vanda Luengo & Amélie Cordier (2016). "Towards an Authoring Tool to Acquire Knowledge for ITS Teaching Problem Solving Methods". European Conference on Technology Enhanced Learning (EC-TEL 2016), 16 septembre 2016, Lyon (France), pp. 575-578. doi : 10.1007/978-3-319-45153-4_66. HAL : hal-01357997.
• National conferences with peer review (3)
•  Antoine Grea, Samir Aknine & Laëtitia Matignon (2016). "LOLLIPOP: Generating and using proper plan and negative refinements for online partial order planning". JFPDA, Journées Francophones sur la Planification, la Décision et l'Apprentissage pour la conduite de systèmes, Grenoble (France). HAL : hal-01335659.
•  Pascal François Mbissane Faye, Samir Aknine & Mbaye Sène (2016). "Modèle de formation de coalitions A-core dans un contexte incertain". RFIA, 1 juillet 2016, Clermont Ferrand (France). HAL : hal-01314543.
•  Victor Lequay, Mathieu Lefort, Saber Mansour & Salima Hassas (2016). "Ajustement Diffus et Adaptatif de la Consommation Électrique Résidentielle par un Système Multi-Agents". Journées Francophones sur les Systèmes Multi-Agents (JFSMA), 7 octobre 2016, Rouen (France), pp. 171-180. HAL : hal-01579098. .
• HDR, thesis (2)
• Thesis (2)
•  Matthis Gaciarz (2016). "Régulation de trafic urbain multimodal : une modélisation multi-agents". HAL : tel-01488151. .
•  Maxime Guériau (2016). "Systèmes multi-agents, auto-organisation et contrôle par apprentissage constructiviste pour la modélisation et la régulation dans les systèmes coopératifs de trafic". HAL : tel-01504421. .
• Book edition (books, chapters, seminars, congress, special numbers) (1)
•  Bertrand David, Salima Hassas, Véronique Deslandres, René Chalon, Danièle Patier, Jean-Baptiste Thebaud & Pierre Descombes (2016). "Freight Distribution Based on Delivery Area Booking". Towards Innovative Freight and Logistics, Corinne Blanquart, Uwe Clausen, Bernard Jacob, John Wiley & Sons, Inc, pp. 75-88. doi : 10.1002/9781119307785.ch6. HAL : hal-01496315.
• 2015 (19)
• Journals (1)
• International journals with peer review (1)
•  Laëtitia Matignon, Laurent Jeanpierre & Abdel-Illah Mouaddib (2015). "Decentralized multi-robot planning to explore and perceive". Acta Polytechnica, vol. 55, #3, pp. 169-176. doi : 10.14311/AP.2015.55.0169. HAL : hal-01200755.
• Conferences (14)
• International conferences with peer review (12)
•  Badiaa Hedjazi, Samir Aknine & Karima Benatchba (2015). "ARTIFICIAL FINANCIAL MARKET. Risk Analysis Approach". Simultech, colmar (France), pp. 359-366. HAL : hal-01184566.
•  Souhila Arib, Samir Aknine & Tristan Cazenave (2015). "Nested Monte-Carlo Search for Multi-Agent Coalitions Mechanism With Constraints". MIWAI, 9th International Workshop on Artificial Intelligence, Fuhzou (China), pp. 80-88. HAL : hal-01197468.
•  Matthis Gaciarz, Samir Aknine & Neila Bhouri (2015). "Constraint-based negotiation model for traffic regulation". IAT, singapour (Singapore), pp. 320-327. HAL : hal-01184565.
•  Nam Tung Ly, Jörn Hurtienne, Robert Tscharn, Samir Aknine & Audrey Serna (2015). "Towards Intelligent and Implicit Assistance for People with Dementia: Support for Orientation and Navigation". Interaccion, XVI International Conference on Human Computer Interaction, vilanova (Spain), 31:1-31:4. HAL : hal-01193348.
•  Pascal François Faye, Samir Aknine, Mbaye Sène & Onn Shehory (2015). "Dynamic Coalitions formation in Dynamic Uncertain Environments". IAT, singapour (Singapore), pp. 273-276. HAL : hal-01184564.
•  Matthis Gaciarz, Samir Aknine & Neila Bhouri (2015). "A continuous negotiation based model for traffic regulation at an intersection". AAMAS, International Conference on Autonomous Agents and Multiagent Systems, Long Abstract, Istanbul (Turkey), pp. 1791-1792. HAL : hal-01160409.
•  Matthis Gaciarz, Neila Bhouri & Samir Aknine (2015). "Continuous Negotiation for a Vehicle-Regulated Intersection". ARTS ECR (Autonomic Road Transport Support Systems Early Career Researcher Conference), San Anton (Malta). HAL : hal-01162679.
•  Matthis Gaciarz, Samir Aknine & Neila Bhouri (2015). "Automated Negotiation for Traffic Regulation". CARE (Collaborative Agents Research & Development) workshop, AAMAS, Advances in Social Computing and Multiagent Systems, Springer, 4 mai 2015, Istanbul (Turkey), pp. 1-18. HAL : hal-01134237. .
•  Maxime Guériau, Romain Billot, Nour-Eddin El Faouzi, Salima Hassas & Frédéric Armetta (2015). "Multi-Agent Dynamic Coupling for Cooperative Vehicles Modeling". The Twenty-Ninth Conference on Artificial Intelligence AAAI'2015 - (DEMO Track), 30 octobre 2015, Austin (United States of America), pp. 4276-4277. HAL : hal-01214296. .
•  Jonathan Cohen, Laëtitia Matignon & Olivier Simonin (2015). "Concentric and Incremental Multi-Robot Mapping to Observe Complex Scenes". IROS 2015 Workshop on On-line decision-making in multi-robot coordination (DEMUR’15), 2 octobre 2015, Hamburg (Germany), pp. 1-8. HAL : hal-01254964.
•  Olivier L. Georgeon, Rémi Casado & Laëtitia Matignon (2015). "Modeling Biological Agents Beyond the Reinforcement Learning Paradigm". International Conference on Biologically Inspired Cognitive Architecture, 6 novembre 2015, Lyon (France), pp. 17-22. doi : 10.1016/j.procs.2015.12.179. HAL : hal-01251602.
•  Simon Gay & Salima Hassas (2015). "Autonomous object modeling based on affordances in a dynamic environment". BICA 2015, 8 novembre 2015, Lyon (France), pp. 150-156. HAL : hal-01246256. .
• National conferences with peer review (2)
•  Sébastien Mazac, Frédéric Armetta & Salima Hassas (2015). "Approche décentralisée pour un apprentissage constructiviste en environnement continu : application à l'intelligence ambiante.". Journées Francophones sur les Systèmes Multi-Agents (JFSMA), 1 juillet 2015, Rennes (France). HAL : hal-01146381. .
•  Maxime Guériau, Romain Billot, Frédéric Armetta, Salima Hassas & Nour-Eddin El Faouzi (2015). "Un simulateur multiagent de trafic coopératif". 23es Journées Francophones sur les Systèmes Multi-Agents (JFSMA'15), 1 juillet 2015, Rennes (France), pp. 165-174. HAL : hal-01163018. .
• HDR, thesis (4)
• Thesis (4)
•  Pascal François Mbissane Faye (2015). "Modèles de formation de coalitions stables dans un contexte ad-hoc et stochastique". HAL : tel-01167110. .
•  Sébastien Mazac (2015). "Approche décentralisée de l'apprentissage constructiviste et modélisation multi-agent du problème d'amorçage de l'apprentissage sensorimoteur en environnement continu : application à l'intelligence ambiante". HAL : tel-01213353. .
•  André Fabbri (2015). "Dynamique d'apprentissage pour Monte Carlo Tree Search : applications aux jeux de Go et du Clobber solitaire impartial". HAL : tel-01234642. .
•  Rana Chamsi Abu Quba (2015). "On enhancing recommender systems by utilizing general social networks combined with users goals and contextual awareness". HAL : tel-01236089. .
• 2014 (17)
• Journals (1)
• International journals with peer review (1)
•  Frédéric Armetta, Mohammed Haddad, Salima Hassas & Hamamache Kheddouci (2014). "A self-organized system improving inner topology for data sharing efficiency". Evolving Systems, vol. 5, pp. 109-119. doi : 10.1007/s12530-013-9087-4. HAL : hal-01267713.
• Conferences (14)
• International conferences with peer review (12)
•  Sébastien Mazac, Frédéric Armetta & Salima Hassas (2014). "On bootstrapping sensori-motor patterns for a constructivist learning system in continuous environments". Alife 14 : Fourteenth International Conference on the Synthesis and Simulation of Living Systems, 2 août 2014, New York (United States of America). doi : 10.7551/978-0-262-32621-6-ch028. HAL : hal-01135987. .
•  André Fabbri, Frédéric Armetta, Eric Duchêne & Salima Hassas (2014). "Knowledge complement for Monte Carlo Tree Search: an application to combinatorial games". 2014 IEEE 26th International Conference on Tools with Artificial Intelligence, 12 novembre 2014, Limassol (Cyprus), pp. 997-1003. doi : 10.1109/ICTAI.2014.151. HAL : hal-01083449. .
•  Samir Aknine, Souhila Arib & Djamila Boukredera (2014). "Modeling a Multi-issue Negotiation Protocol for Agent Extensible Negotiations". EUMAS, European Conference on Multi-Agent Systems, prague (Czech Republic). HAL : hal-01329655.
•  Pascal François Mbissane Faye, Samir Aknine, Mbaye Sène & Onn Shehory (2014). "Stabilizing Agent's Interactions in Dynamic Contexts". 28th IEEE International Conference on Advanced Information Networking and Applications, AINA 2014, Victoria (Canada). HAL : hal-01329648.
•  Laëtitia Matignon, Laurent Jeanpierre & Abdel-Illah Mouaddib (2014). "Decentralized Multi-Robot Planning to Explore and Perceive". Workshop on Multi-Agent Coordination in Robotic Exploration, ECAI 2014 (European Conference on Artificial Intelligence), 22 août 2014, Prague (Czech Republic). HAL : hal-01497823.
•  Rana Chamsi Abu Quba, Salima Hassas & Christine Gertosio (2014). "iSoNTRE: the Social Network Transformer into Recommendation Engine". IEEE AICCSA, 13 novembre 2014, Duha (Qatar). HAL : hal-01552136.
•  Pascal François Mbissane Faye, Samir Aknine, Onn Shehory & Mbaye Sène (2014). "Stable collaboration in unstable environments". The fifth international workshop on cooperative games in multiagent systems, CoopMAS, AAMAS, 5 mai 2014, Paris (France). HAL : hal-01598606.
•  Maxime Guériau, Romain Billot, Salima Hassas, Frédéric Armetta & Nour-Eddin El Faouzi (2014). "An extension of MovSim for Multi-Agent Cooperative Vehicles Modeling". 2014 International Conference on Connected Vehicles & Expo, 3 novembre 2014, Vienna (Austria), pp. 859-860. doi : 10.1109/ICCVE.2014.7297673. HAL : hal-01313180.
•  Bertrand David, Salima Hassas, Véronique Deslandres, René Chalon, Danièle Patier, Jean-Baptiste Thebaud & Pierre Descombes (2014). "Freight distribution based on delivery area booking". Transport Research Arena 2014, 14 avril 2014, Paris (France), pp. 1-10. HAL : hal-01301057.
•  Rana Chamsi Abu Quba, Salima Hassas, Hammam Chamsi & Usama Fayyad (2014). "From a “Cold” to a “Warm” Start in Recommender systems". IEEE International Conference on Enabling Technologies: Infrastructure for Collaborative Enterprises (WETICE 2014), 23 juin 2014, Parma (Italy), pp. 1-7. doi : 10.1109/WETICE.2014.66. HAL : hal-01301058.
•  Romain Caillière, Souhila Arib, Samir Aknine & Chantal Berdier (2014). "Bi-level token ring for multilateral negotiations". International Conference on Intelligent Agent Technology, 11 août 2014, WARSAW (Poland), pp. 9-16. doi : 10.1109/WI-IAT.2014.144. HAL : hal-01301061.
•  Romain Caillière, S. Arib, Samir Aknine & Chantal Berdier (2014). "A multiagent multilateral negotiation protocol for joint decision-making". Workshop on agent-based complex automated negotiations, 6 mai 2014, Paris (France). HAL : halshs-01279230.
• National conferences with peer review (1)
•  Pascal François Mbissane Faye, Samir Aknine, Onn Shehory & Mbaye Sène (2014). "Formation de coalition stable dans un contexte non-déterministe et instable". Reconnaissance de Formes et l'Intelligence Artificielle (RFIA'14), 30 mai 2014, Rouen (France). HAL : hal-01598607.
• Other conferences (1)
•  Pascal François Mbissane Faye, Samir Aknine, Onn Shehory & Mbaye Sène (2014). "Adapting Agent's Interactions in Dynamic Contexts.". Joint International Conference of the INFORMS GDN (2014), 10 juin 2014, Toulouse (France), pp. 152-159. HAL : hal-01270904.
• Book edition (books, chapters, seminars, congress, special numbers) (2)
•  Rana Chamsi Abu Quba, Salima Hassas, Fayyad Usama, Hammam Chamsi & Christine Gertosio (2014). "iSoNTRE : The Intelligent Social Network Transformer into Recommendation Engine framework". iSoNTRE : Transformateur Intelligent de Réseaux Sociaux en Plateforme de Moteur de Recommandation, Hermès Sciences. HAL : hal-01552137.
•  Salima Hassas & Maxime Morge (2014). "Dynamiques, Couplages et Visions Intégratives des Systèmes Multi-Agents, Numéro spécial de la Revue d'Intelligence Artificielle - RSTI série RIA- Volume 28 - N° 4/2014". Lavoisier. HAL : hal-01301097.