PAIR Lab: PKU Alignment and Interaction Research Lab
PAIR Lab: PKU Alignment and Interaction Research Lab
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Online Double Oracle
Solving strategic games with huge action space is a critical yet under-explored topic in economics, operations research and artificial …
Le Cong Dinh
,
Yaodong Yang
,
Stephen McAleer
,
Zheng Tian
,
Nicolas Perez Nieves
,
Oliver Slumbers
,
David Henry Mguni
,
Haitham Bou Ammar
,
Jun Wang
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Offline Pre-trained Multi-agent Decision Transformer
Offline reinforcement learning leverages previously collected offline datasets to learn optimal policies with no necessity to access …
Linghui Meng
,
Muning Wen
,
Chenyang Le
,
Xiyun Li
,
Dengpeng Xing
,
Weinan Zhang
,
Ying Wen
,
Haifeng Zhang
,
Jun Wang
,
Yaodong Yang
,
Bo Xu
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Measuring the Non-Transitivity in Chess
In this paper, we quantify the non-transitivity in chess using human game data. Specifically, we perform non-transitivity …
Ricky Sanjaya
,
Jun Wang
,
Yaodong Yang
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Online Markov Decision Processes with Non-oblivious Strategic Adversary
We study a novel setting in Online Markov Decision Processes (OMDPs) where the loss function is chosen by a non-oblivious strategic …
Le Cong Dinh
,
David Henry Mguni
,
Long Tran-Thanh
,
Jun Wang
,
Yaodong Yang
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