@article{equilibriumreasonerslearningattractorsen, title = {Equilibrium Reasoners: Learning Attractors Enables Scalable Reasoning}, author = {Benhao Huang and Zhengyang Geng and Zico Kolter}, year = {2026}, eprint = {2605.21488}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.21488}, }