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20232026
most citedSampling-enabled scalable manifold learning unveils the discriminative cluster structure of high-dimensional data

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cs.CL2026

NLPG: Natural-Language Policy Gradients for Self-Evolving Language Agents

Xu Liu, WenZhang Wei, Jun Cao +4

Large language model agents increasingly rely on compound programs for retrieval, tool use, reasoning, and verification, yet their failures often arise from local procedural decisi…