Image Classification on CIFAR-10 C0→C2
58.8AccuracyGraphATA
Evaluation Results
| Method | Links | |
|---|---|---|
| GraphATAAdaptation=Source-free2026.05 | 58.8 | |
| GALAAdaptation=Source-free2026.05 | 57.4 | |
| GraphCTAAdaptation=Source-free2026.05 | 57 | |
| Ucon SFDAAdaptation=Source-free2026.05 | 56.6 | |
| S2PLRAdaptation=Source-free2026.05 | 56.4 | |
| SOGAAdaptation=Source-free2026.05 | 56.3 | |
| NVC_LLNAdaptation=Source-free2026.05 | 55.5 | |
| SFDA LLNAdaptation=Source-free2026.05 | 55.2 | |
| SF(DA)2Adaptation=Source-free2026.05 | 55.1 | |
| CINAdaptation=Source-only2026.05 | 48.1 | |
| PathNNAdaptation=Source-only2026.05 | 47.6 | |
| GMTAdaptation=Source-only2026.05 | 44.1 | |
| GINAdaptation=Source-only2026.05 | 43.3 | |
| GCNAdaptation=Source-only2026.05 | 42 | |
| DSBD2026.04 | 32.28 | |
| TDSS2026.04 | 31.22 | |
| StruRW2026.04 | 31.05 | |
| LAD-GNN2026.04 | 30.15 | |
| PA-BOTH2026.04 | 29.33 | |
| TGS2026.04 | 28.45 | |
| G-CRD2026.04 | 27.12 | |
| AdaGMLP2026.04 | 26.55 | |
| A2GNN2026.04 | 25.66 | |
| MuGSI2026.04 | 24.33 | |
| ClustGDD2026.04 | 23.11 | |
| SGDA2026.04 | 22.45 | |
| GAA2026.04 | 21.55 | |
| WL subtreeAdaptation=Source-only2026.05 | 9.9 |