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Ting-Yue Pan

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#artificial intelligence Jan 2026

PaperScout: An Autonomous Agent for Academic Paper Search with Process-Aware Sequence-Level Policy Optimization

Proximal Sequence Policy Optimization (PSPO), a process-aware, sequence-level policy optimization method that aligns optimization with agent--environment interaction, is introduced, validating the effectiveness of the adaptive agentic framework and optimization strategy.

Ting-Yue Pan, Jie Ouyang, Mingyue Cheng et al. · arXiv.org · 6 citations