Huichi Zhou
2 indexed papers
Recent (6 mo)
2With code
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226
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NLP×2ML×1AI×1Vision×1
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2026
EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments
This paper introduces EvoArena, a benchmark suite for evaluating large language model agents in dynamic environments, and EvoMem, a patch-based memory paradigm that improves performance in these environments.
Continual Learning Exam: Benchmarking Long-Horizon RSI and Experiential Learning in LLM Agents
This paper introduces Continual Learning Exam (CLE), a large-scale benchmark to measure experience-driven improvement in LLM agents.
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Papers
cs.LGcs.AIcs.CLEmpiricalRecentOct 25, 2026
Continual Learning Exam: Benchmarking Long-Horizon RSI and Experiential Learning in LLM Agents
Haoyu Zhao, Sitian Tu, Yuxuan Huang, Huichi Zhou +15 more
This paper introduces Continual Learning Exam (CLE), a large-scale benchmark to measure experience-driven improvement in LLM agents.
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cs.CLEmpirical