Image Classification on CIFAR-10 C1→C2
59.3AccuracyGraphATA
Evaluation Results
| Method | Links | |
|---|---|---|
| GraphATAAdaptation=Source-free2026.05 | 59.3 | |
| Ucon SFDAAdaptation=Source-free2026.05 | 58.3 | |
| GALAAdaptation=Source-free2026.05 | 58.3 | |
| SFDA LLNAdaptation=Source-free2026.05 | 58.1 | |
| S2PLRAdaptation=Source-free2026.05 | 58 | |
| SOGAAdaptation=Source-free2026.05 | 57.9 | |
| NVC_LLNAdaptation=Source-free2026.05 | 57.8 | |
| SF(DA)2Adaptation=Source-free2026.05 | 57.7 | |
| GraphCTAAdaptation=Source-free2026.05 | 57.7 | |
| GMTAdaptation=Source-only2026.05 | 49.6 | |
| CINAdaptation=Source-only2026.05 | 47.1 | |
| PathNNAdaptation=Source-only2026.05 | 44.5 | |
| GCNAdaptation=Source-only2026.05 | 44.1 | |
| GINAdaptation=Source-only2026.05 | 42.4 | |
| WL subtreeAdaptation=Source-only2026.05 | 9.9 |