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Published at November 6

AdaSociety: An Adaptive Environment with Social Structures for Multi-Agent Decision-Making

cs.MA

cs.AI

cs.GT

cs.LG

cs.SI

Released Date: November 6, 2024

Authors: Yizhe Huang¹, Xingbo Wang¹, Hao Liu², Fanqi Kong¹, Aoyang Qin³, Min Tang⁴, Xiaoxi Wang⁵, Song-Chun Zhu⁵, Mingjie Bi⁵, Siyuan Qi⁵, Xue Feng⁵

Aff.: ¹Peking University; ²New York University; ³Tsinghua University; ⁴University of Science and Technology of China; ⁵State Key Laboratory of General Artificial Intelligence, BIGAI

Arxiv: http://arxiv.org/abs/2411.03865v1

		CL	PPO	RecPPO	MAPPO	Rainbow	Random
Con.	Easy	0.9136 $\pm$ 0.0023	0.2286 $\pm$ 0.0003	0.2276 $\pm$ 0.0015	0.2271 $\pm$ 0.0003	0.1987 $\pm$ 0.0127	0.0046 $\pm$ 0.0002
Con.	Hard	0.2773 $\pm$ 0.0466	0.1151 $\pm$ 0.0002	0.1149 $\pm$ 0.0000	0.1137 $\pm$ 0.0005	0.0868 $\pm$ 0.0033	0.0021 $\pm$ 0.0000
Nego.	Easy	0.3543 $\pm$ 0.0229	0.2276 $\pm$ 0.0006	0.2278 $\pm$ 0.0004	0.2147 $\pm$ 0.0001	0.1969 $\pm$ 0.0105	0.0040 $\pm$ 0.0001
Nego.	Hard	0.1945 $\pm$ 0.0109	0.1093 $\pm$ 0.0027	0.1107 $\pm$ 0.0019	0.0946 $\pm$ 0.0032	0.0905 $\pm$ 0.0024	0.0020 $\pm$ 0.0001