Multimodal Classification on Symile
0.6603AUROCCoupled Mamba
Evaluation Results
| Method | Links | |
|---|---|---|
| Coupled MambaMethod Category=Fusion-Based2025.12 | 0.6603 | |
| Best UnimodalMethod Category=Baseline2025.12 | 0.6453 | |
| SimBaMMMethod Category=Proposed2025.12 | 0.6429 | |
| BMMLMethod Category=Gradient-Based2025.12 | 0.6419 | |
| RegBNMethod Category=Encoder-Based2025.12 | 0.6412 | |
| ARLMethod Category=Gradient-Based2025.12 | 0.6393 | |
| MulTMethod Category=Head-Based2025.12 | 0.6374 | |
| MBTMethod Category=Fusion-Based2025.12 | 0.6331 | |
| MMParetoMethod Category=Gradient-Based2025.12 | 0.6319 | |
| SimBaMMCLSMethod Category=Proposed2025.12 | 0.6318 | |
| IMDerMethod Category=Missing Data-Based2025.12 | 0.6266 | |
| SimBaMMMethod Category=Missing Data-Based2025.12 | 0.6262 | |
| G-Blend OnlineMethod Category=Gradient-Based2025.12 | 0.6179 | |
| OGMGEMethod Category=Gradient-Based2025.12 | 0.6152 | |
| LMFMethod Category=Fusion-Based2025.12 | 0.6146 | |
| OGMMethod Category=Gradient-Based2025.12 | 0.6138 | |
| AUGMethod Category=Encoder-Based2025.12 | 0.6101 | |
| G-Blend OfflineMethod Category=Gradient-Based2025.12 | 0.605 | |
| DGLMethod Category=Gradient-Based2025.12 | 0.6032 | |
| SimBaMMCLSMethod Category=Missing Data-Based2025.12 | 0.5925 | |
| PDFMethod Category=Fusion-Based2025.12 | 0.5922 | |
| OMIBMethod Category=Fusion-Based2025.12 | 0.5922 | |
| MMPMethod Category=Missing Data-Based2025.12 | 0.5824 | |
| ShaSpecMethod Category=Missing Data-Based2025.12 | 0.5823 |