Author

Vinay Saji Mathew

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Preprint Oct 2026

Stable Continuous-Time Consistency Distillation: An Empirical Study with a Multistep Extension

Multistep sCD (MS-sCD), a continuous-time, segment-conditioned multistep generalization of sCD, a continuous-time, segment-conditioned multistep generalization of sCD borrowed from the discrete-time multistep consistency distillation of Heek et al.

Vinay Saji Mathew, Soundar R. T. Kumara, Gretta D. Kellogg et al. · 0 citations

#machine learning Preprint Oct 2026

Blitz: Accelerating the Diffusion Modules of AlphaFold3 and Boltz-2

Diffusion-based protein structure prediction models produce all-atom structures in about 200 denoising steps, and that cost has driven a number of few-step samplers. We present Blitz, a few-step distillation framework that uses a geometric noise schedule to distribute steps more evenly across noise scales, then learns...

Vinay Saji Mathew, Soundar R. T. Kumara, Gretta D. Kellogg et al. · 0 citations