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Hao-Tian Chen

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#artificial intelligence Preprint Oct 2026

Test-Time Agent Evolution for Long-Horizon Legal Reasoning

This work proposes method, which introduces Test-Time Memory Evolution, which introduces reusable experience from previous cases, adapt it to the current factual and procedural context, and consolidate accumulated experience for subsequent decision-making, improving the reliability and efficiency of long-horizon legal...

Hao-Tian Chen, Shuai-Cheng Niu, Hao-Cong Rao et al. · 0 citations