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.
Towards Bridging the Performance Gaps of Joint Energy- Based Models
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
citation-role summary
background 1
citation-polarity summary
fields
cs.LG 1years
2026 1verdicts
CONDITIONAL 1roles
background 1polarities
unclear 1representative citing papers
citing papers explorer
-
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.