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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Mingfan 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. · 6 citations

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