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Reproduction Lab

JEPA Experiments

Empirical results and reproduction reports from state-of-the-art World Model architectures — from official baselines to local hardware benchmarks.

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PushT Baseline Reproduction

Official LeWM (JEPA + SIGReg) PushT planning benchmark reproduction report on Apple Silicon (MPS). Achievement of 90% success rate and version-mismatch analysis.

LeWM · PushT · Reproduction
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Two-Room Baseline Reproduction

Official LeWM benchmark reproduction for the 2D navigation task. Achievement of 86% success rate and confirmation of SIGReg regularization strengths.

LeWM · Two-Room · Reproduction
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Cube Baseline Reproduction

First MuJoCo-based LeWM world on Mac. Achievement of 66% success rate with an analysis of render-backend shifts (EGL vs GLFW).

LeWM · MuJoCo · Reproduction
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Reacher Baseline Reproduction

Final LeWM world benchmarked on Apple Silicon. Achievement of 76% success rate on the 2-link arm task, completing the 4/4 world reproduction suite.

LeWM · dm_control · Reproduction