ResearchBenchmarksPhysical parameter prediction on active matter (MSE)Follow0.057MSEDISCO0.050080.096790.14350.19021Mar 13, 2026Evaluation ResultsMethodMethodLinksMSEDISCOEvaluation protocol=at...Evaluation protocol=attentive probe, Encoder=frozen2026.030.057JEPAEvaluation protocol=at...Evaluation protocol=attentive probe, Encoder=frozen2026.030.079VideoMAEEvaluation protocol=at...Evaluation protocol=attentive probe, Encoder=frozen2026.030.16MPPEvaluation protocol=fu...Evaluation protocol=full finetuning2026.030.23