| Paper | Code | Accuracy | ModelName | ReleaseDate |
|---|---|---|---|---|
| One-for-All: Generalized LoRA for Parameter-Efficient Fine-tuning | ✓ Link | 78.0 | GLoRA (0.86M) | 2023-06-13 |
| Adapters Strike Back | ✓ Link | 77.9 | Adapter+ (rank selected per task, 1-32) | 2024-06-10 |
| Structured Hyperedge Adaptation for Parameter-Efficient Fine-Tuning of Vision Transformers | 77.6 | HyperAdapter | 2026-06-21 | |
| Auto-Prompting: Layer-Specific Prompt Fusion Discovery via Differentiable Search | 77.01 | Auto-Prompting | 2026-09-08 | |
| Minimal Interaction Seperated Tuning: A New Paradigm for Visual Adaptation | 76.7 | MIST | 2024-06-25 | |
| Sensitivity-Aware Visual Parameter-Efficient Fine-Tuning | ✓ Link | 76.4 | SPT-Adapter | 2023-03-15 |
| DA-VPT: Semantic-Guided Visual Prompt Tuning for Vision Transformers | ✓ Link | 76.14 | DA-VPT+ (ViT-B/16, supervised ImageNet-21K) | 2025-05-29 |
| Neural Prompt Search | ✓ Link | 75.5 | NOAH | 2022-06-09 |
| Visual Prompt Tuning | ✓ Link | 71.96 | VPT-Deep | 2022-03-23 |