research
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10/29/2022
Learning Probabilistic Models from Generator Latent Spaces with Hat EBM
This work proposes a method for using any generator network as the found...
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05/24/2022
EBM Life Cycle: MCMC Strategies for Synthesis, Defense, and Density Modeling
This work presents strategies to learn an Energy-Based Model (EBM) accor...
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05/27/2020
Stochastic Security: Adversarial Defense Using Long-Run Dynamics of Energy-Based Models
The vulnerability of deep networks to adversarial attacks is a central p...
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07/20/2018