Hidden in Plain Sight: Visual-to-Symbolic Analytical Solution Inference from Field Visualizations

This research introduces Visual-to-Symbolic Analytical Solution Inference (ViSA), an AI capability to recover analytical solutions of physical fields from visual observations. It presents ViSA-R2, a self-verifying pipeline mimicking a physicist's reasoning, and ViSA-Bench, a new benchmark for evaluating models in this domain.