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cs.LG2025
Schrödinger bridge for generative AI: Soft-constrained formulation and convergence analysis
Jin Ma, Ying Tan, Renyuan Xu
Generative AI can be framed as the problem of learning a model that maps simple reference measures into complex data distributions, and it has recently found a strong connection to…
math.PR2025
Superpositions for General Conditional Mckean-Vlasov Stochastic Differential Equations
Qi Feng, Jin Ma
In this paper, we study the connection between a general class of Conditional Mckean-Vlasov Stochastic Differential Equations (CMVSDEs) and its corresponding (infinite dimensional)…