Image Classification on Transfer Learning Suite Aggregate
81.63Average Tail AccuracyLoRA + MetaPEFT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LoRA + MetaPEFTCategory=Additive, Optimization=MetaPEFT2026.03 | 81.63 | 77.91 | |
| Adapter + MetaPEFTCategory=Additive, Optimization=MetaPEFT2026.03 | 81.6 | 76.99 | |
| AdaptFormerCategory=Additive2026.03 | 81.6 | 76.7 | |
| AdaptFormer + MetaPEFTCategory=Additive, Optimization=MetaPEFT2026.03 | 81.57 | 76.6 | |
| AdapterCategory=Additive2026.03 | 81.37 | 76.85 | |
| LoRACategory=Additive2026.03 | 80.43 | 76.78 | |
| BitFitCategory=Non-additive2026.03 | 77.4 | 71.86 | |
| VPT-ShallowCategory=Non-additive2026.03 | 72.23 | 69.24 | |
| VPT-DeepCategory=Non-additive2026.03 | 72.03 | 71.43 |