ResearchBenchmarks10-step rollout PDE surrogate modeling on Turbulent Radiative Layer 2DFollow0.37310-step Rollout PerformanceCSM + ViT0.347920.517210.68650.85579Jul 12, 2025Evaluation ResultsMethodMethodLinks10-step Rollout PerformanceCSM + ViT# Parameters=100M# Parameters=100M2025.070.373CKM + ViT# Parameters=100M# Parameters=100M2025.070.409CSM + ViT# Parameters=7M# Parameters=7M2025.070.458CKM + ViT# Parameters=7M# Parameters=7M2025.070.477FFNO# Parameters=6.2M# Parameters=6.2M2025.070.485SineNet# Parameters=35M# Parameters=35M2025.070.65TFNO# Parameters=20M# Parameters=20M2025.070.81Transolver# Parameters=11M# Parameters=11M2025.071