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Liyuan Zheng

2 accepted papers

2023

Stackelberg Games for Learning Emergent Behaviors During Competitive Autocurricula

ICRA 2023poster

Autocurricular training is an important sub-area of multi-agent reinforcement learning (MARL) that allows multiple agents to learn emergent skills in an unsupervised co-evolving scheme. The robotics community has experimented auto-curricular training with physically grounded problems, such as robust…

Cited by 7SourceScholar
2022

Stackelberg Actor-Critic: Game-Theoretic Reinforcement Learning Algorithms

AAAI 2022technical

The hierarchical interaction between the actor and critic in actor-critic based reinforcement learning algorithms naturally lends itself to a game-theoretic interpretation. We adopt this viewpoint and model the actor and critic interaction as a two-player general-sum game with a leader-follower stru…