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cs.LG2026
Discrete Flow Matching: Convergence Guarantees Under Minimal Assumptions
Le-Tuyet-Nhi Pham, Giovanni Conforti, Zhenjie Ren +1
Flow Matching has recently emerged as a popular class of generative models for simulating a target distribution from samples drawn from a source distribution . This fram…
cs.LG2025
Non-Asymptotic Convergence of Discrete Diffusion Models: Masked and Random Walk dynamics
Giovanni Conforti, Alain Durmus, Le-Tuyet-Nhi Pham +1
Diffusion models for continuous state spaces based on Gaussian noising processes are now relatively well understood from both practical and theoretical perspectives. In contrast, r…