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#artificial intelligence Review Sep 2026

How Good Are Frontier Models at Physics? Expert Re-Grading Reveals Broken Evaluations and Near-Saturation of Leading Benchmarks

Evaluating frontier models on six widely used physics benchmarks and auditing them with experts suggests that current benchmarks substantially understate frontier models'ability to solve well-posed physics problems.

Ali Ansari, Hao-Ran Sun, Andy Zeyi Liu et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Semigroup-JEPA: Latent Dynamics Consistency for Zero-Shot Physics Generalization

SemiGroup-JEPA (SG-JEPA), which extends the LeWorldModel framework by supplying the parameter governing the physics to the temporal model via action-conditioning and jointly training an encoder and predictor through an autoregressive latent rollout, is introduced.

A. Liu, Hao-Ran Sun, L. Baker et al. · 5 citations

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