{ "stack": "jepa-critic-rul", "benchmark": "NASA C-MAPSS", "checkpoints": { "jepa": { "path": "checkpoints/jepa/jepa_epoch0003.pt", "config": "configs/jepa_cmapss_fd123_plus_fd004_unlabeled.yaml", "epoch": 3, "notes": "FD123 + unlabeled FD004 JEPA pretrain" }, "critic": { "path": "checkpoints/critic/vulcan_epoch0030.pt", "config": "configs/critic_cmapss_fd1234_jepa.yaml", "epoch": 30, "val_f1_approx": 0.9697, "notes": "JEPA-initialized FD1234 energy critic; use for scan and RUL energy fusion" }, "rul": { "path": "checkpoints/rul/rul_sequence.pt", "config": "configs/rul_sota_cmapss.yaml", "best_epoch": 54, "test_rmse": 12.485, "test_mae": 8.963, "nasa_score": 294.6, "notes": "FD001 TCN+Transformer RUL, best validation checkpoint reloaded" } }, "github": "https://github.com/Sph3inz/Diagnostic-Graph-PDM" }