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Benchmarks Physics-Informed Neural ODEs vs. Fine-Tuned Foundation Models (Chronos) on Cenozoic fossil data. Includes a Random Forest analysis of the Lilliput Effect to test climate vs. taphonomy drivers. Results show Neural ODEs outperform generic Transformers (MSE 13.05) in reconstructing deep-time evolutionary history.