notesum.ai
Published at November 9CGLearn: Consistent Gradient-Based Learning for Out-of-Distribution Generalization
cs.LG
cs.AI
68T07
I.2.6
Released Date: November 9, 2024
Authors: Jawad Chowdhury1, Gabriel Terejanu1
Aff.: 1Department of Computer Science, University of North Carolina at Charlotte
| Cases | Causal Error (MSE) | Noncausal Error (MSE) | ||
| CGLearn | ERM | CGLearn | ERM | |
| FOU | 1.28 ± 0.40 | 1.57 ± 0.13 | 0.61 ± 0.19 | 0.54 ± 0.05 |
| FOS | 1.40 ± 0.43 | 1.61 ± 0.10 | 0.53 ± 0.17 | 0.52 ± 0.06 |
| FEU | 0.13 ± 0.05 | 0.20 ± 0.04 | 7.22 ± 2.15 | 8.28 ± 0.28 |
| FES | 0.16 ± 0.06 | 0.20 ± 0.04 | 7.47 ± 2.23 | 8.36 ± 0.30 |
| POU | 0.28 ± 0.11 | 0.37 ± 0.08 | 0.51 ± 0.18 | 0.48 ± 0.11 |
| POS | 0.34 ± 0.13 | 0.39 ± 0.07 | 0.46 ± 0.17 | 0.48 ± 0.10 |
| PEU | 0.24 ± 0.10 | 0.32 ± 0.07 | 5.11 ± 1.57 | 5.83 ± 0.43 |
| PES | 0.26 ± 0.10 | 0.31 ± 0.06 | 5.21 ± 1.58 | 5.81 ± 0.36 |