most citedSAM-aware Test-time Adaptation for Universal Medical Image Segmentation

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cs.LG2026

Single-Rollout Hidden-State Dynamics for Training-Free RLVR Data Selection

Jianghao Wu, Jianfei Cai, Weiqiang Wang +3

Reinforcement learning with verifiable rewards (RLVR) can yield large reasoning gains from very few training instances, yet its strong sensitivity to which instances are used makes…