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cs.LG2026
Alpha Diffusion Language Models: Factorization Alone Is Not the Problem
Nikita Gushchin, Dmitry Baranchuk, Alexander Korotin
Discrete diffusion language models can generate multiple tokens in parallel, but reducing the number of denoising steps can lead to inconsistent predictions. Standard cross-entropy…
cs.LG2025
Inverse Bridge Matching Distillation
Nikita Gushchin, David Li, Daniil Selikhanovych +3
Learning diffusion bridge models is easy; making them fast and practical is an art. Diffusion bridge models (DBMs) are a promising extension of diffusion models for applications in…