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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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03/29/2019
On the Anatomy of MCMC-based Maximum Likelihood Learning of Energy-Based Models
This study investigates the effects Markov Chain Monte Carlo (MCMC) samp...
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12/28/2018
Divergence Triangle for Joint Training of Generator Model, Energy-based Model, and Inference Model
This paper proposes the divergence triangle as a framework for joint tra...
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03/02/2018