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Equilibrium Training of Energy-Based Models with Parallel Trajectory Tempering

Béreux, Nicolas et al.
arXiv (All) · Papers
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disordered-systems-and-neural-networksmachine-learningstatistical-mechanics
Energy-Based Models (EBMs) provide an interpretable framework for generative modeling of scientific data, but poor Markov Chain Monte Carlo mixing often limits their reliability. We introduce a training algorithm based on Parallel Trajectory Tempering (PTT), which exploits the continuity of the opti
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