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cs.AI2026
Closing Reasoning Gaps in Clinical Agents with Differential Reasoning Learning
Jinsong Liu, Yuhang Jiang, Ramayya Krishnan +3
Clinical decision support requires not only correct answers but also clinically valid reasoning. We propose Differential Reasoning Learning (DRL), a framework that improves clinica…
cs.AI2026
Small Generalizable Prompt Predictive Models Can Steer Efficient RL Post-Training of Large Reasoning Models
Yun Qu, Qi Wang, Yixiu Mao +8
Reinforcement learning enhances the reasoning capabilities of large language models but often involves high computational costs due to rollout-intensive optimization. Online prompt…