A contamination-free logic-grid benchmark for energy-based models, language models, and constraint solvers

Energy-based models in PyTorch. Samplers, losses, and evaluation.

Distribution-free selective prediction & adaptive halting from the geometry of an EBM reasoner's inference-time descent.