Model Merging on Sustainability to large-scale tasks (20 tasks)
82.9Average Normalized AccuracyRegMean++
Evaluation Results
| Method | Links | |
|---|---|---|
| RegMean++Backbone=ViT-B/32, Method Category=Training-Free2025.08 | 82.9 | |
| DOGE AMBackbone=ViT-B/32, Method Category=Test-Time Adaption2025.08 | 82 | |
| TSV-MBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 81.7 | |
| RegMeanBackbone=ViT-B/32, Method Category=Training-Free2025.08 | 80.4 | |
| Iso-CTSBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 78.2 | |
| Layer-wise AdaMergingBackbone=ViT-B/32, Method Category=Test-Time Adaption2025.08 | 77.4 | |
| Iso-CBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 74 | |
| DOGE TABackbone=ViT-B/32, Method Category=Data-Free2025.08 | 70.9 | |
| Fisher MergingBackbone=ViT-B/32, Method Category=Training-Free2025.08 | 70 | |
| Model SoupsBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 68.8 | |
| TIES-MergingBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 62 | |
| Task ArithmeticBackbone=ViT-B/32, Method Category=Data-Free2025.08 | 40.3 |