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Xiku Du

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#artificial intelligence Preprint Oct 2026

TrajEvolve: Trajectory Evolution for Reinforcement Learning with Hindsight Credit Assignment

The Reinforcement Learning (RL) paradigm has achieved remarkable success in enhancing the reasoning capabilities of Large Language Models (LLMs). However, when applied to long-horizon tasks, it faces severe challenges: i) Due to the high task complexity, the model struggles to sample enough successful trajectories, res...

Yi Wen, Hao Chen, Wan-Yu Wang et al. · 0 citations
Preprint Aug 2026

ShiJianBench: From Dialogue to Decision for Long-Horizon Evaluation of Investment Advisors

Experiments on Chinese fund-market traces from 2021 to 2026 identify a stable leading group of LLM advisors that combines substantially stronger personalized content with competitive investor-side trajectory outcomes.

Jie Gong, Mao-Wei Jiang, Zhiwei Liu et al. · 3 citations · ⚡1

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