Modelling the dynamics of regret minimization in large agent populations: a master equation approach Z Wang, C Mu, S Hu, C Chu, X Li Proceedings of the Thirty-First International Joint Conference on Artificial …, 2022 | 30 | 2022 |
Achieving Coordination in Multi-Agent Systems by Stable Local Conventions under Community Networks. S Hu, H Leung Ijcai, 4731-4737, 2017 | 20 | 2017 |
Modelling the dynamics of multiagent q-learning in repeated symmetric games: a mean field theoretic approach S Hu, C Leung, H Leung Advances in Neural Information Processing Systems 32, 2019 | 19 | 2019 |
A formal model for multiagent q-learning dynamics on regular graphs C Chu, Y Li, J Liu, S Hu, X Li, Z Wang Proceedings of the Thirty-First International Joint Conference on Artificial …, 2022 | 17 | 2022 |
Learning by reusing previous advice in teacher-student paradigm C Zhu, Y Cai, H Leung, S Hu Proceedings of the 19th International Conference on Autonomous Agents and …, 2020 | 16 | 2020 |
A Q-values Sharing Framework for Multiple Independent Q-learners. C Zhu, H Leung, S Hu, Y Cai AAMAS, 2324-2326, 2019 | 14 | 2019 |
Emergence of punishment in social dilemma with environmental feedback Z Wang, Z Song, C Shen, S Hu Proceedings of the AAAI Conference on Artificial Intelligence 37 (10), 11708 …, 2023 | 12 | 2023 |
To be big picture thinker or detail-oriented? utilizing perceived gist information to achieve efficient convention emergence with bilateralism and multilateralism S Hu, C Leung, H Leung, J Liu Proceedings of the 18th International Conference on Autonomous Agents and …, 2019 | 8 | 2019 |
Individual-level inverse reinforcement learning for mean field games Y Chen, L Zhang, J Liu, S Hu arXiv preprint arXiv:2202.06401, 2022 | 7 | 2022 |
The evolutionary dynamics of independent learning agents in population games S Hu, CW Leung, H Leung, H Soh arXiv preprint arXiv:2006.16068, 2020 | 7 | 2020 |
An opinion mining framework for Cantonese reviews J Chen, DP Huang, S Hu, Y Liu, Y Cai, H Min Journal of Ambient Intelligence and Humanized Computing 6, 541-547, 2015 | 6 | 2015 |
A Q-values sharing framework for multi-agent reinforcement learning under budget constraint C Zhu, HF Leung, S Hu, Y Cai ACM Transactions on Autonomous and Adaptive Systems (TAAS) 15 (2), 1-28, 2021 | 5 | 2021 |
Do Social Norms Emerge? The Evolution of Agents' Decisions with the Awareness of Social Values under Iterated Prisoner's Dilemma S Hu, H Leung 2018 IEEE 12th International Conference on Self-Adaptive and Self-Organizing …, 2018 | 5 | 2018 |
Compromise as a way to promote convention emergence and to reduce social unfairness in multi-agent systems S Hu, H Leung AI 2018: Advances in Artificial Intelligence: 31st Australasian Joint …, 2018 | 4 | 2018 |
The effects of fixed-strategy agents on local convention emergence in multi-agent systems T Borglund, S Hu, HF Leung Intelligent Information Processing IX: 10th IFIP TC 12 International …, 2018 | 3 | 2018 |
Local norm phenomena in multi-agent systems under community networks S Hu, H Leung Proceedings of the 16th Conference on Autonomous Agents and MultiAgent …, 2017 | 3 | 2017 |
Entity relation mining in large-scale data J Li, Y Cai, Q Wang, S Hu, T Wang, H Min Database Systems for Advanced Applications: DASFAA 2015 International …, 2015 | 3 | 2015 |
The Dynamics of Q-learning in Population Games: a Physics-Inspired Continuity Equation Model S Hu, CW Leung, H Leung, H Soh arXiv preprint arXiv:2203.01500, 2022 | 2 | 2022 |
A Theoretical Framework for Large-Scale Human-Robot Interaction with Groups of Learning Agents N Teh, S Hu, H Soh Companion of the 2021 ACM/IEEE International Conference on Human-Robot …, 2021 | 2 | 2021 |
Self-play or group practice: learning to play alternating Markov game in multi-agent system CW Leung, S Hu, HF Leung 2020 25th International Conference on Pattern Recognition (ICPR), 9234-9241, 2021 | 2 | 2021 |