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stat.ML2025
Composition and Control with Distilled Energy Diffusion Models and Sequential Monte Carlo
James Thornton, Louis Bethune, Ruixiang Zhang +3
Diffusion models may be formulated as a time-indexed sequence of energy-based models, where the score corresponds to the negative gradient of an energy function. As opposed to lear…
stat.ML2021
Shift-Curvature, SGD, and Generalization
Arwen V. Bradley, Carlos Alberto Gomez-Uribe, Manish Reddy Vuyyuru
A longstanding debate surrounds the related hypotheses that low-curvature minima generalize better, and that SGD discourages curvature. We offer a more complete and nuanced view in…