Qingchuan Li
1 indexed paper
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126
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NLP×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.
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Papers
cs.CLEmpiricalRecentJun 11, 2026
EvoArena: Tracking Memory Evolution for Robust LLM Agents in Dynamic Environments
Jundong Xu, Qingchuan Li, Jiaying Wu, Yihuai Lan +10 more
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 envir…
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