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cs.LG 1

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2026 1

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UWM-JEPA: Predictive World Models That Imagine in Belief Space

cs.LG · 2026-05-25 · unverdicted · novelty 7.0

UWM-JEPA uses a density-matrix latent and unitary predictor in JEPA to preserve joint-state spectrum during blind rollouts, achieving 0.77 accuracy on a five-step hidden-velocity task versus 0.53 for an LSTM baseline.

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  • UWM-JEPA: Predictive World Models That Imagine in Belief Space cs.LG · 2026-05-25 · unverdicted · none · ref 23

    UWM-JEPA uses a density-matrix latent and unitary predictor in JEPA to preserve joint-state spectrum during blind rollouts, achieving 0.77 accuracy on a five-step hidden-velocity task versus 0.53 for an LSTM baseline.