@article{arbitrageefficientreasoningviaadvantagea, title = {Arbitrage: Efficient Reasoning via Advantage-Aware Speculation}, author = {Monishwaran Maheswaran and Rishabh Tiwari and Yuezhou Hu and Kerem Dilmen and Coleman Hooper and Haocheng Xi and Nicholas Lee and Mehrdad Farajtabar and Michael W. Mahoney and Kurt Keutzer and Amir Gholami}, year = {2025}, eprint = {2512.05033}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2512.05033}, }