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SCF Iteration Reduction on SCF-bench QM9-like ID

43Relative Iteration Reduction (1 - RIC)QHFlow (Liu et al. [2025])
10.7619.1327.535.87Apr 23, 2026

Evaluation results

MethodLinks
QHFlow (Liu et al. [2025])Theory=PBE/SVP, Δ-Learning=true2026.0443
QHNet (Liu et al. [2025])Theory=PBE/SVP2026.0437
aux-coefficients (Liu et al. [2025])Theory=PBE/SVP, Δ-Learning=true2026.0436
aux-coefficients (Liu et al. [2025])Theory=B3LYP/SVP, Δ-Learning=true, Note=trained on PBE2026.0415
aux-coefficients (Liu et al. [2025])Theory=SCAN/SVP, Δ-Learning=true, Note=trained on PBE2026.0412