Fluid Flow Prediction

Benchmarks

Dataset Name	SOTA Method	Metric
Darcy Flow 700 train and 200 test examples official FNO (test)	QuadNorm	Relative L2 Error6.32	15	23d ago
Darcy 256^2 zero-shot resolution transfer 4x	QuadNorm	Relative L2 Error4.59	10	23d ago
Darcy 128^2 zero-shot resolution transfer 2x	BlendQuadNorm	Relative L2 Error4.03	10	23d ago
Primitive (P) TPMS channel	MUSA-PINN	MSE (\|u\|)0.0001	10	2mo ago
Navier Stokes (test)	CPD-L	Energy Distance (ED)0.229	8	3mo ago
IWP TPMS channel	MUSA-PINN	MSE (\|u\|)0.0255	5	2mo ago
Gyroid (G) TPMS channel	MUSA-PINN	MSE (\|u\|)0.0119	5	2mo ago
HCSG tube bundle inlet velocity 0.7 m/s	MLP-AE L-DeepONet	Error P15.71	4	5d ago
3D Eccentric stenosis Slice at x = 0, inlet–outlet plane	JacobiNet	Relative L2 Error (Velocity)0.07	2	5d ago
3D Eccentric stenosis Slice at z = L/2, minimum lumen area	JacobiNet	Relative L2 Error (Velocity)0.04	2	5d ago
3D Eccentric stenosis All domain	JacobiNet	Relative L2 Error (Velocity)9	2	5d ago
3D Concentric stenosis Slice at x = 0, inlet–outlet plane	JacobiNet	Relative L2 Error (Velocity)2	2	5d ago
3D Concentric stenosis Slice at z = L/2, minimum lumen area	JacobiNet	Relative L2 Error (Velocity)1	2	5d ago
3D Concentric stenosis All domain	JacobiNet	Relative L2 Error (Velocity)2	2	5d ago
222 unseen geometries (test)	Baseline PointNet	Average Relative L2 Error (u)319.833	1	3mo ago

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