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Lid-driven Cavity Flow Simulation on Lid Driven Flow (test)

0.69Relative L2 Error (u)ArGEnT (Cross-attention)
0.64520.94761.251.5524Feb 12, 2026

Evaluation results

MethodLinks
ArGEnT (Cross-attention)Attention mechanism=Cross-attention, Time (sec/step)=0.1542026.020.690.831.55
ArGEnT (Hybrid-attention)Attention mechanism=Hybrid-attention, Time (sec/step)=0.1532026.020.710.791.52
ArGEnT (Self-attention)Attention mechanism=Self-attention, Time (sec/step)=0.1572026.020.750.841.55
DeepONetTime (sec/step)=0.0472026.0211.131.84
Point-DeepONetTime (sec/step)=0.0492026.021.811.192.97