Nice Fold or Hero Call: Learning Budget-Efficient Thinking under Policy-Dependent Solvability.

arXiv:2605.11625v2 Announce Type: replace Abstract: Large reasoning models (LRMs) improve problem solving through extended reasoning, but often misallocate test-time compute. Existing efficiency methods reduce cost by compressing reasoning traces or conditioni