一作ICLR 2026Poster
Adaptive Social Learning via Mode Policy Optimization for Language Agents
Minzheng Wang · Yongbin Li · Haobo Wang · Xinghua Zhang · Nan Xu · Bingli Wu · Fei Huang · Haiyang Yu · Wenji Mao
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Minzheng Wang · Yongbin Li · Haobo Wang · Xinghua Zhang · Nan Xu · Bingli Wu · Fei Huang · Haiyang Yu · Wenji Mao
Minzheng Wang · Run Luo · Yanbo Wang · Zichen Liu · Yuqiao Tan · Tao Tan · Nan Xu · Lu Wang · Wenji Mao
While Reinforcement Learning with Verifiable Rewards (RLVR) has proven effective for closed-ended tasks, extending it to open-ended social language games via self-play reveals a critical issue: evolution impasse. Due to the vast strategy space, language agents frequently converge to homogenized b...