A review of cooperation in multi-agent learning
Cooperation in multi-agent learning (MAL) is a topic at the intersection of numerous
disciplines, including game theory, economics, social sciences, and evolutionary biology …
disciplines, including game theory, economics, social sciences, and evolutionary biology …
Learning Decentralized Partially Observable Mean Field Control for Artificial Collective Behavior
Recent reinforcement learning (RL) methods have achieved success in various domains.
However, multi-agent RL (MARL) remains a challenge in terms of decentralization, partial …
However, multi-agent RL (MARL) remains a challenge in terms of decentralization, partial …
Adaptive incentive engineering in citizen-centric AI
Adaptive incentives are a valuable tool shown to improve the efficiency of complex
multiagent systems and could produce win-win situations for all stakeholders. However, their …
multiagent systems and could produce win-win situations for all stakeholders. However, their …
Partially Observable Multi-Agent Reinforcement Learning using Mean Field Control
Recent reinforcement learning (RL) methods have achieved success in various domains.
However, multi-agent RL (MARL) remains a challenge in terms of decentralization, partial …
However, multi-agent RL (MARL) remains a challenge in terms of decentralization, partial …
[PDF][PDF] Adaptive Incentive Engineering in Citizen-Centric AI
Adaptive incentives are a valuable tool shown to improve the efficiency of complex
multiagent systems and could produce win-win situations for all stakeholders. However, their …
multiagent systems and could produce win-win situations for all stakeholders. However, their …
[HTML][HTML] Large-Scale Multi-Agent Reinforcement Learning via Mean Field Games
K Cui - tuprints.ulb.tu-darmstadt.de
In this dissertation, we discuss the mathematically rigorous multi-agent reinforcement
learning frameworks of mean field games (MFG) and mean field control (MFC). Dynamical …
learning frameworks of mean field games (MFG) and mean field control (MFC). Dynamical …