HEPA pretrains via horizon-conditioned JEPA on unlabeled data then fine-tunes only the predictor for event survival CDFs, outperforming PatchTST, iTransformer, MAE and Chronos-2 on at least 10 of 14 benchmarks with fixed hyperparameters, an order of magnitude fewer tuned parameters and less labeled
Unsupervised representation learning for time series with temporal neighborhood coding
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.LG 1years
2026 1verdicts
UNVERDICTED 1representative citing papers
citing papers explorer
No citing papers match the current filters.