Table 1.
Ising interactions learned by sampling 20 × 20 patches from layers 5, 6, and 7
λ = 5 | λ = 6 | λ = 7 | D(i, j) | |
H | −0.017 ± 0.006 | −0.049 ± 0.002 | −0.006 ± 0.001 | 0 |
J1 | 0.34 ± 0.04 | 0.24 ± 0.04 | 0.16 ± 0.03 | 1 |
J2 | 0.14 ± 0.01 | 0.11 ± 0.004 | 0.09 ± 0.004 | √2 |
J3 | 0.05 ± 0.01 | 0.05 ± 0.01 | 0.05 ± 0.01 | 2 |
J4 | 0.000 ± 0.007 | 0.004 ± 0.003 | 0.013 ± 0.003 | √5 |
Ising interactions used in Eq. 2 are averaged over pairs (i, j) subjected to the distance D(i, j) given in the last column.