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cs.LG2026
Generative models for simulation based filtering: Formulations and Empirical Comparisons
Mohammad Al-Jarrah, Wei Deng, Bamdad Hosseini +1
This letter presents a unified formulation and a controlled numerical comparison of generative-model approaches to the nonlinear filtering problem. Under this formulation the analy…
cs.LG2025
Optimal Stochastic Trace Estimation in Generative Modeling
Xinyang Liu, Hengrong Du, Wei Deng +1
Hutchinson estimators are widely employed in training divergence-based likelihoods for diffusion models to ensure optimal transport (OT) properties. However, this estimator often s…