@article{beyondinferencetimesearchreinforcementle, title = {Beyond Inference-Time Search: Reinforcement Learning Synthesizes Reusable Solvers}, author = {Soheyl Massoudi and Gabriel Apaza and Milad Habibi and Mark Fuge}, year = {2026}, eprint = {2605.18374}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.18374}, }