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cs.LG2025
DiScoFormer: Plug-In Density and Score Estimation with Transformers
Vasily Ilin, Peter Sushko, Ranjay Krishna
Estimating probability density and its score from samples remains a core problem in generative modeling, Bayesian inference, and kinetic theory. Existing methods are bifurcated: cl…
cs.LG2025
Score-based deterministic density sampling
Vasily Ilin, Peter Sushko, Jingwei Hu
We propose a deterministic sampling framework using Score-Based Transport Modeling for sampling an unnormalized target density given only its score . Our method…