Ground-state energy estimation research benchmarks

Benchmarks

Dataset NameSOTA methodMetricTrendResultsLast Updated

Atoms and Small Molecules (test)

DeepErwin

1Accuracy Gain

Feb 26, 2026

J1-J2 Heisenberg Model ground state J2=0.8 8x8

Elementwise ANTN

-2.003Energy per site

Feb 26, 2026

J1-J2 Heisenberg Model J2=0.5 8x8 (ground state)

Elementwise ANTN

-1.931Energy per Site

Feb 26, 2026

J1-J2 Heisenberg Model J2=0.2 ground state 8x8

Elementwise ANTN

-2.237Energy per site

Feb 26, 2026

12 x 12 J1-J2 Heisenberg Model J1=1 (test)

ANTN (Elementwise)

-2.274Energy per site (J2=0.2)

Feb 26, 2026

10 x 10 J1-J2 Heisenberg Model J1=1 (test)

ANTN (Elementwise)

-2.26Energy per site (J2=0.2)

Feb 26, 2026

Argon (Ar)

PS-Clip-VMC

-527.542Final Energy

Jun 25, 2026

Sulfur (S)

PS-Clip-VMC

-398.111Final Energy

Jun 25, 2026

H10

W(FR)QMC

0Relative Energy Error

Feb 26, 2026

Li2

W(FR)QMC

0Relative Energy Error

Feb 26, 2026

B 5

W(FR)QMC

0Relative Energy Error

Feb 26, 2026

W(FR)QMC

0Relative Energy Error

Feb 26, 2026