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domain-informed-lightcurve-jepa-exp21
ruiyicheng/domain-informed-lightcurve-jepa-exp21
domain-informed-lightcurve-jepa-exp21 is a machine learning model from ruiyicheng. Use it for the machine learning task on the model card, and read the license before you ship it in a product. The card lists the license as mit.
This repository hosts the EXP21 checkpoint for the paper Domain-Informed Multi-View Self-Distillation for Astronomical Light-Curve Representation Learning with JEPA.
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Updated Jun 26, 2026
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At a glance
- License
- mit
- Access
- Public
- Created
- Jun 26, 2026
- Updated
- Jun 26, 2026
- SHA
- 86c36820
Model card
From the Hugging Face model README
Domain-Informed Light-Curve JEPA EXP21
This repository hosts the EXP21 checkpoint for the paper Domain-Informed Multi-View Self-Distillation for Astronomical Light-Curve Representation Learning with JEPA.
The checkpoint corresponds to:
EXP21_lejepa_mean_pooling_no_group_no_starembed_overlap/ckpt_final.pt
Architecture summary:
- raw light-curve view,
- Generalized Lomb-Scargle periodogram view,
- phase-folded light-curve view,
- continuous RoPE for irregular times,
- error-aware numeric embedding for measurement uncertainties,
- mean pooling,
- LeJEPA multi-view self-distillation.
Files:
ckpt_final.pt: final PyTorch checkpoint.config_used.yaml: exact training config for the released run.
Code and lightweight experiment results:
https://github.com/ruiyicheng/domain-informed-lightcurve-jepa
Checkpoint SHA256:
ef748e4bb23b601a2486d600d225ca55562f4d4810cd3f2d565d9b6bed61ad36
- License
- mit
- Created
- Jun 26, 2026
- Updated
- Jun 26, 2026