Viacheslav Meshchaninov

Why Gaussian Diffusion Models Fail on Discrete Data? (2026) CoLM 2026
One-step Optimal Transport via Regularized Distribution Matching Distillation (2026) ICML 2026
Guided Star-Shaped Masked Diffusion (2026) ICML 2026
Smoothie: Smoothing Diffusion on Token Embeddings for Text Generation (2026) ICML 2026
GeomMotif: A Benchmark for Arbitrary Geometric Preservation in Protein Generation (2026) ICLR 2026
How to Train Your Latent Diffusion Language Model Jointly With the Latent Space (2026) ICML 2026 Workshop
Diffusion on Language Model Encodings for Protein Sequence Generation (2025) ICML 2025
Cosmos: Compressed and Smooth Latent Space for Text Diffusion Modeling (2025) NeurIPS 2025
TEncDM: Understanding the Properties of Diffusion Model in the Space of Language Model Encodings (2025) AAAI 2025