作者位次 #6/9ICLR 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
Guibin Zhang · Haiyang Yu · Kaiming Yang · Bingli Wu · Fei Huang · Yongbin Li · Shuicheng YAN
Complex agentic AI systems, powered by a coordinated ensemble of Large Language Models (LLMs), tool and memory modules, have demonstrated remarkable capabilities on intricate, multi-turn tasks. However, this success is shadowed by prohibitive economic costs and severe latency, exposing a critical...
Wenyuan Zhang · Xinghua Zhang · Haiyang Yu · Shuaiyi Nie · Bingli Wu · Juwei Yue · Tingwen Liu · Yongbin Li
Experience intervention in web agents emerges as a promising technical paradigm, enhancing agent interaction capabilities by providing valuable insights from accumulated experiences. However, existing methods predominantly inject experience passively as global context before task execution, strug...