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representation-collapse

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MrRobotop / ChronoJEPA

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Heuristics-free self-supervised representation learning for time series with SIGReg (LeJEPA). Disentangles time-axis collapse, positional structure, and representation richness across PatchTST, TCN, and bag-of-patches encoders. Reproducible, seeded, significance-tested.

machine-learning research deep-learning time-series pytorch transformer hydra representation-learning anomaly-detection tcn time-series-forecasting self-supervised-learning financial-time-series jepa dimensional-collapse patchtst representation-collapse lejepa sigreg
  • Updated Jun 18, 2026
  • Python

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