2 papers
cs.LG2025
On Approaches to Building Surrogate ODE Models for Diffusion Bridges
Maria Khilchuk, Vladimir Latypov, Pavel Kleshchev +1
Diffusion and Schrödinger Bridge models have established state-of-the-art performance in generative modeling but are often hampered by significant computational costs and complex…
cs.SC2025
Differentiation methods as a systematic uncertainty source in equation discovery
Maria Khilchuk, Ilya Markov, Alexander Hvatov
In differential equation discovery algorithms, numerical differentiation is usually a fixed preliminary step. Current methods improve robustness with data subsampling and sparsity…