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representation-collapse

Here are 4 public repositories matching this topic...

KevinMathewT / Deep-Learning-CSCI-GA-2572-Final-Project

Project for Yann Lecun's Deep Learning class. In this project, we train a JEPA world model on a set of pre-collected trajectories from a toy environment involving an agent in two rooms.

representation-learning yann-le-cunn jepa representation-collapse

Updated Jan 11, 2025
Jupyter Notebook

MrRobotop / ChronoJEPA

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

kabs-d / multimodal-representation-collapse-study

LLaVA/CLIP representation probes and a Kaiming-initialized non-exclusive EBR reproduction

reproducibility clip multimodal-learning ebr llava representation-collapse avmnist

Updated Jun 20, 2026
Python

Fsoft-AIC / Elliptical-Attention

[NeurIPS 2024] Elliptical Attention

transformers attention robustness non-parametric-kernel-regression representation-collapse

Updated Oct 28, 2024
Python

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