ResearchBenchmarksDynamics Modeling on Real-world tasks Experiment #1Dynamics Modeling on Real-world tasks Experiment #1Follow23.9PSNRRISE21.050421.790222.5323.2698Feb 11, 2026Evaluation resultsMethodMethodLinksPSNRLPIPSSSIMFVDEPERISEVariant=Full (Ours), F...Variant=Full (Ours), Fine-tuning=Real-world tasks2026.0223.90.078266.840.54RISEVariant=w/o Task-Centr...Variant=w/o Task-Centric, Fine-tuning=Real-world tasks2026.0222.670.088061.220.68CosmosFine-tuning=Real-world...Fine-tuning=Real-world tasks2026.0221.170.147997.91.21GEFine-tuning=Real-world...Fine-tuning=Real-world tasks2026.0221.160.117985.721.05