Experiments in Joint Embedding Predictive Architectures (JEPAs).
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Jan 5, 2024 - Python
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jepa
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👆PyTorch Implementation of JEDi Metric described in "Beyond FVD: Enhanced Evaluation Metrics for Video Generation Quality"
computer-vision jedi mmd fvd video-generation video-representation-learning video-quality-assessment jepa video-metrics
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Dec 8, 2024 - Python
A Video Joint Embedding Predictive Architecture (JEPA) that runs on a personal computer.
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Nov 8, 2024 - Python
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.
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Jan 11, 2025 - Jupyter Notebook
Train a JEPA world model on a set of pre-collected trajectories from a toy environment involving an agent in two rooms.
deep-learning recurrent-networks linear-probing curriculum-learning energy-based-model self-supervised-learning spatial-embeddings vicreg jepa world-model joint-embedding-prediction-architecture agent-trajectory latent-prediction
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Dec 17, 2024 - Python
Joint Embedding Predictive Architecture (JEPA) world model trained on agent trajectories to predict future latent states from pixel inputs and actions. Uses VICReg loss with RNN dynamics to evaluate how well learned embeddings reflect spatial behavior in toy environments.
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Jun 10, 2025 - Python
A simple and efficient implementation of Self-Supervised Learning from Images with a Joint-Embedding Predictive Architecture (I-JEPA)
computer-vision representation-learning self-supervised-learning self-distillation joint-embedding jepa i-jepa
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Aug 16, 2024 - Python
Training backend and some self-supervised pretraining methods for Cell Observatory models
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Jun 23, 2025 - Python
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Apr 23, 2025 - Python
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