most citedAlphaAgent: LLM-Driven Alpha Mining with Regularized Exploration to Counteract Alpha Decay

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cs.LG2026

UserToolBench: A User-Profile-Hidden Benchmark for Personalized Decision Making in Tool-Use LLMs

Xuexiong Yin, Zechuan Chen, Yongsen Zheng +5

Tool-use LLMs are increasingly asked to act on users' behalf, but existing benchmarks usually focus on profile recall, style imitation, generic tool use, or response-level personal…