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Yixin Chen

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#artificial intelligence Preprint Oct 2026

Co-Evolving Acting and Forecasting for Language Agents

Training language agents is bottlenecked by the high cost of long-horizon rollouts, yet standard agentic reinforcement learning (RL) learns only from a terminal scalar reward, leaving the supervision in intermediate steps largely unused. Prior work exploits this supervision through value targets that estimate per-step...

Hao-Fei Yu, Yi-Xin Chen, Yi-Ning Zhao et al. · 0 citations
Conference Open access 2026

G-HiRel: Enhancing the Adaption to Knowledge Updating for Large Language Model Reasoning

An LLM reasoning framework with hierarchical relational retrieval for large-scale knowledge updating, named G-HiRel, which achieves superiority in terms of accuracy and interpretability and handles the knowledge inconsistency between the KG and LLM to obtain entity independence.

Yudai Pan, Jiajie Hong, Tianzhe Zhao et al. · 0 citations

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