Live Streaming Risk Assessment on June OOD (10/16–10/17) (test)
72.87AUCLPCD
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LPCDBackbone=AC-MIL2026.06 | 72.87 | 67.79 | 86 | 17.32 | |
| AC-MIL + CORALBackbone=AC-MIL, OOD Plug-in Paradigm=DA, OOD Plug-in=CORAL2026.06 | 69.4 | 62.21 | 80.51 | 22.06 | |
| AC-MIL + IRMBackbone=AC-MIL, OOD Plug-in Paradigm=IL, OOD Plug-in=IRM2026.06 | 69.05 | 62.44 | 79.91 | 21.62 | |
| AC-MIL + ASGDROBackbone=AC-MIL, OOD Plug-in Paradigm=DRO, OOD Plug-in=ASGDRO2026.06 | 68.84 | 62.49 | 79.84 | 21.97 | |
| AC-MIL + EIILBackbone=AC-MIL, OOD Plug-in Paradigm=EI, OOD Plug-in=EIIL2026.06 | 68.77 | 61.7 | 79.71 | 22.29 | |
| AC-MIL + GroupDROBackbone=AC-MIL, OOD Plug-in Paradigm=DRO, OOD Plug-in=GroupDRO2026.06 | 68.73 | 62.41 | 79.71 | 21.62 | |
| AC-MILBackbone=AC-MIL2026.06 | 68.58 | 62.35 | 79.57 | 21.3 | |
| AC-MIL + VRExBackbone=AC-MIL, OOD Plug-in Paradigm=IL, OOD Plug-in=VREx2026.06 | 68.52 | 61.5 | 80.58 | 22.26 | |
| AC-MIL + MIXUPBackbone=AC-MIL, OOD Plug-in Paradigm=DA, OOD Plug-in=MIXUP2026.06 | 68.51 | 62.77 | 79.64 | 20 | |
| AC-MIL + IB-IRMBackbone=AC-MIL, OOD Plug-in Paradigm=IL, OOD Plug-in=IB-IRM2026.06 | 68.49 | 62.6 | 79.5 | 21.44 | |
| AC-MIL + FOILBackbone=AC-MIL, OOD Plug-in Paradigm=EI, OOD Plug-in=FOIL2026.06 | 68.28 | 62.86 | 80.31 | 21.11 | |
| TAIL-MILBackbone=TAIL-MIL2026.06 | 63.65 | 58.69 | 77.76 | 23.91 | |
| TimeMILBackbone=TimeMIL2026.06 | 63.16 | 59.83 | 77.63 | 22.88 | |
| TransformerBackbone=Transformer2026.06 | 62.08 | 59.07 | 76.36 | 25.45 | |
| ReformerBackbone=Reformer2026.06 | 61.89 | 59.67 | 75.62 | 26.38 | |
| MIL-LETBackbone=MIL-LET2026.06 | 60.5 | 51.91 | 76.76 | 27.41 | |
| InformerBackbone=Informer2026.06 | 60.28 | 59.02 | 75.08 | 26.61 |