lejepa

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kenanmajewski / dive-into-lejepa

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An interactive, from-scratch implementation of LeJEPA in JAX/Equinox.

representation-learning equinox jax self-supervised-learning jepa marimo marimo-notebook lejepa sigreg

Updated Apr 29, 2026
Python

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

KoushikVGitHub / vjepa2-engine

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End-to-end engineering of a V-JEPA-style video world-model trainer: data curation at scale, distributed (FSDP) training, and inference optimization. From-scratch JEPA + SIGReg.

video pytorch distributed-training self-supervised-learning world-models fsdp ijepa vjepa lejepa sigreg

Updated Aug 7, 2026
Python

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