Skip to content
Gyanateet Dutta
Work·Academic·CV

Work

2026Vision

Causal-JEPA reproduction

Independent reproduction

I am tracing Causal-JEPA, “Learning World Models through Object-Level Latent Masking” (arXiv:2602.11389), through a public Hugging Face Space, blog assets, and a PushT planning checkpoint. The paper’s authors are Heejeong Nam, Quentin Le Lidec, Lucas Maes, Yann LeCun, and Randall Balestriero.

Five ink squares on warm paper, two of them covered by a darker block.
Fig. 1An ink mask covers two squares, then a lighter outline draws into the gap. Generated illustration of the method, not a capture.
Scope

Reproduction of arXiv:2602.11389. Not my paper, and not a claim on its reported results.

Stack
JEPA, World models, Reproduction
Links
Space, Paper, Checkpoint

Also

  • 2026MVA Rare Disease Hackathon 2026
  • 2026GOT-JEPA surgical tool tracking
  • 2025AIMS: Surgical Phase Detection
  • 2025MSc Thesis: Surgical Video Prediction
  • 2024Pothole Detection (arXiv)
GitHub· ORCID· Google Scholar· LinkedIn· Hugging Face· X