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20242026
most citedFrom Hallucination to Reliability: Generative Modeling and the Structure of Scientific Inference

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cs.LG2025

AIRL-S: Unifying Reinforcement Learning and Search-Based Test-Time Scaling via Adversarial Inverse Reinforcement Learning

Can Jin, Yang Zhou, Qixin Zhang +8

Test-time scaling strategies for Large Language Models predominantly rely on either reinforcement learning with sparse outcome rewards or search-based methods guided by static Proc…