notesum.ai
Published at November 29GradAlign for Training-free Model Performance Inference
cs.LG
Released Date: November 29, 2024
Authors: Yuxuan Li1, Yunhui Guo2
Aff.: 1Harbin Institute of Technology, China; 2The University of Texas at Dallas, Richardson, USA
| Methods | GradAlign-\@slowromancapi@ | GradAlign-\@slowromancapii@ | GradSign | NASWOT | TE-NAS | fisher | grad_norm | grasp | jacob_cov | snip | Synflow | Zen-NAS |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Kendall’s | 0.287 | 0.284 | 0.278 | 0.244 | 0.271 | -0.247 | -0.207 | 0.175 | -0.029 | -0.186 | 0.254 | 0.395 |