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most citedSlow-Fast Inference: Training-Free Inference Acceleration via Within-Sentence Support Stability

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math.OC2026

Establishing Boundary KKT Convergence of Mirror Descent through Reparameterization

Kuangyu Ding, Kim-Chuan Toh

Sequence convergence to a boundary Karush--Kuhn--Tucker (KKT) point has long remained unclear for nonconvex mirror descent with Legendre kernels. The difficulty arises from the blo…

math.OC2026

Non-KKT Accumulation in Entropic Mirror Descent

Kuangyu Ding, Kim-Chuan Toh

For mirror descent generated by a Legendre kernel, perhaps one of the most basic question in optimization is this: must every accumulation point of a bounded mirror descent sequenc…