In canonical joint energy-based models on CIFAR-10, a fixed-noise Predictor-Corrector adaptation shows no detectable advantage over SGLD across training, generation, and OOD detection, and is detectably worse at cold-start generation.
Implicit Generation and Modeling with Energy Based Models
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Comparing SGLD and a fixed-noise Predictor-Corrector adaptation in canonical Joint Energy-Based Models on CIFAR-10
In canonical joint energy-based models on CIFAR-10, a fixed-noise Predictor-Corrector adaptation shows no detectable advantage over SGLD across training, generation, and OOD detection, and is detectably worse at cold-start generation.