Introduces the Perception-Physics Paradox and TC-Bench benchmark demonstrating that vision foundation models rely on visual shortcuts that fail in intense regimes rather than achieving scientific alignment via structural isomorphism.
Digital typhoon: Long-term satellite image dataset for the spatio-temporal modeling of tropical cyclones.Advances in Neural Information Processing Systems, 36:40623–40636, 2023
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The Perception-Physics Paradox: Probing Scientific Alignment with TC-Bench
Introduces the Perception-Physics Paradox and TC-Bench benchmark demonstrating that vision foundation models rely on visual shortcuts that fail in intense regimes rather than achieving scientific alignment via structural isomorphism.