Horizon-conditioned Event Predictive Architecture
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HEPA: A Self-Supervised Horizon-Conditioned Event Predictive Architecture for Time Series
arXiv:2605.11130v4 Announce Type: replace Abstract: Critical events in multivariate time series, from turbine failures to cardiac arrhythmias, demand accurate prediction, yet labeled data is scarce because such events are rare and costly to annotate. We introduce HEPA (Horizon-conditioned Event Predictive Architecture), built on two key principles. First, a causal Transformer encoder is pretrained via a Joint-Embedding Predictive Architecture (JEPA): a horizon-conditioned predictor learns to...