Link Prediction on Amazon-Cloth
26.18MRRDiP
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| DiPVisual Encoder (Ev)=ImageBind, Textual Encoder (Et)=ImageBind2026.03 | 26.18 | 14.08 | 54.17 | |
| SAGEVisual Encoder (Ev)=ImageBind, Textual Encoder (Et)=ImageBind2026.03 | 25.2 | 12.63 | 52.53 | |
| DiPVisual Encoder (Ev)=CLIP, Textual Encoder (Et)=CLIP2026.03 | 25.19 | 14.26 | 52.09 | |
| DiPVisual Encoder (Ev)=ViT, Textual Encoder (Et)=T52026.03 | 25.16 | 13.05 | 51.86 | |
| MMGCNVisual Encoder (Ev)=ImageBind, Textual Encoder (Et)=ImageBind2026.03 | 24.72 | 12.47 | 51.32 | |
| SAGEVisual Encoder (Ev)=CLIP, Textual Encoder (Et)=CLIP2026.03 | 24.58 | 12.16 | 51.12 | |
| UniGraph2Visual Encoder (Ev)=ImageBind, Textual Encoder (Et)=ImageBind2026.03 | 24.37 | 11.75 | 50.21 | |
| BUDDYVisual Encoder (Ev)=ImageBind, Textual Encoder (Et)=ImageBind2026.03 | 24.35 | 12.05 | 51.44 | |
| DiPVisual Encoder (Ev)=DINOv2, Textual Encoder (Et)=T52026.03 | 24.35 | 13.42 | 51.44 | |
| UniGraph2Visual Encoder (Ev)=CLIP, Textual Encoder (Et)=CLIP2026.03 | 23.58 | 12.54 | 49.65 | |
| BUDDYVisual Encoder (Ev)=CLIP, Textual Encoder (Et)=CLIP2026.03 | 23.44 | 11.06 | 51.08 | |
| SAGEVisual Encoder (Ev)=ViT, Textual Encoder (Et)=T52026.03 | 23.11 | 11.1 | 48.89 | |
| SAGEVisual Encoder (Ev)=DINOv2, Textual Encoder (Et)=T52026.03 | 22.98 | 11.12 | 48.28 | |
| BUDDYVisual Encoder (Ev)=DINOv2, Textual Encoder (Et)=T52026.03 | 22.95 | 10.45 | 50.87 | |
| UniGraph2Visual Encoder (Ev)=DINOv2, Textual Encoder (Et)=T52026.03 | 22.86 | 12.14 | 49.78 | |
| BUDDYVisual Encoder (Ev)=ViT, Textual Encoder (Et)=T52026.03 | 22.82 | 10.24 | 51.04 | |
| GCNVisual Encoder (Ev)=ImageBind, Textual Encoder (Et)=ImageBind2026.03 | 22.81 | 12.27 | 44.28 | |
| UniGraph2Visual Encoder (Ev)=ViT, Textual Encoder (Et)=T52026.03 | 22.68 | 12.03 | 48.17 | |
| GCNVisual Encoder (Ev)=CLIP, Textual Encoder (Et)=CLIP2026.03 | 22.28 | 11.83 | 43.52 | |
| MMGCNVisual Encoder (Ev)=CLIP, Textual Encoder (Et)=CLIP2026.03 | 22.2 | 10.76 | 46.62 | |
| MLPVisual Encoder (Ev)=ImageBind, Textual Encoder (Et)=ImageBind2026.03 | 22.18 | 11.42 | 44.86 | |
| MGATVisual Encoder (Ev)=ImageBind, Textual Encoder (Et)=ImageBind2026.03 | 22.13 | 10.96 | 45.84 | |
| MMGCNVisual Encoder (Ev)=DINOv2, Textual Encoder (Et)=T52026.03 | 21.77 | 10.47 | 45.81 | |
| GCNVisual Encoder (Ev)=ViT, Textual Encoder (Et)=T52026.03 | 21.6 | 11.37 | 42.29 | |
| MGATVisual Encoder (Ev)=DINOv2, Textual Encoder (Et)=T52026.03 | 21.42 | 10.38 | 44.11 | |
| MGATVisual Encoder (Ev)=CLIP, Textual Encoder (Et)=CLIP2026.03 | 21.38 | 10.39 | 44.6 | |
| GCNVisual Encoder (Ev)=DINOv2, Textual Encoder (Et)=T52026.03 | 21.19 | 11.09 | 41.46 | |
| MLPVisual Encoder (Ev)=CLIP, Textual Encoder (Et)=CLIP2026.03 | 21.1 | 10.7 | 42.77 | |
| MGATVisual Encoder (Ev)=ViT, Textual Encoder (Et)=T52026.03 | 20.59 | 9.79 | 43.44 | |
| MMGCNVisual Encoder (Ev)=ViT, Textual Encoder (Et)=T52026.03 | 19.45 | 9.22 | 40.49 | |
| MLPVisual Encoder (Ev)=ViT, Textual Encoder (Et)=T52026.03 | 17.65 | 8.14 | 36.77 | |
| MLPVisual Encoder (Ev)=DINOv2, Textual Encoder (Et)=T52026.03 | 17.53 | 8.07 | 36.53 |