VIPER-R1 is a vision-language model that combines visual phase portraits, trajectory data, and symbolic regression to discover physics formulas, outperforming existing VLM baselines on a new 5,000-sample corpus.
Neural symbolic regression that scales
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Mimicking the Physicist's Eye:A VLM-centric Approach for Physics Formula Discovery
VIPER-R1 is a vision-language model that combines visual phase portraits, trajectory data, and symbolic regression to discover physics formulas, outperforming existing VLM baselines on a new 5,000-sample corpus.