Live Streaming Risk Assessment on May OOD 09/23–09/24 (test)
0.73AUCLPCD
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| LPCDBackbone=AC-MIL2026.06 | 0.73 | 68.28 | 85.29 | 15.89 | |
| AC-MIL + ASGDROBackbone=AC-MIL, OOD Plug-in Paradigm=DRO, OOD Plug-in=ASGDRO2026.06 | 0.7144 | 64.43 | 82.35 | 17.73 | |
| AC-MIL + GroupDROBackbone=AC-MIL, OOD Plug-in Paradigm=DRO, OOD Plug-in=GroupDRO2026.06 | 0.7127 | 64.46 | 81.91 | 17.89 | |
| AC-MIL + IB-IRMBackbone=AC-MIL, OOD Plug-in Paradigm=IL, OOD Plug-in=IB-IRM2026.06 | 0.7103 | 64.07 | 81.4 | 17.83 | |
| AC-MIL + IRMBackbone=AC-MIL, OOD Plug-in Paradigm=IL, OOD Plug-in=IRM2026.06 | 0.7098 | 64.08 | 82.13 | 17.69 | |
| AC-MIL + FOILBackbone=AC-MIL, OOD Plug-in Paradigm=EI, OOD Plug-in=FOIL2026.06 | 0.7097 | 64.63 | 81.91 | 17.13 | |
| AC-MIL + EIILBackbone=AC-MIL, OOD Plug-in Paradigm=EI, OOD Plug-in=EIIL2026.06 | 0.7076 | 64.09 | 81.69 | 17.43 | |
| AC-MIL + CORALBackbone=AC-MIL, OOD Plug-in Paradigm=DA, OOD Plug-in=CORAL2026.06 | 0.707 | 63.78 | 81.84 | 17.67 | |
| AC-MIL + MIXUPBackbone=AC-MIL, OOD Plug-in Paradigm=DA, OOD Plug-in=MIXUP2026.06 | 0.7062 | 64.42 | 82.57 | 17.8 | |
| AC-MILBackbone=AC-MIL2026.06 | 0.7045 | 64.28 | 81.18 | 17.14 | |
| AC-MIL + VRExBackbone=AC-MIL, OOD Plug-in Paradigm=IL, OOD Plug-in=VREx2026.06 | 0.6999 | 63.3 | 81.25 | 18.36 | |
| TransformerBackbone=Transformer2026.06 | 0.6728 | 60.07 | 79.78 | 20.08 | |
| MIL-LETBackbone=MIL-LET2026.06 | 0.6643 | 59.2 | 79.78 | 19.32 | |
| TAIL-MILBackbone=TAIL-MIL2026.06 | 0.6606 | 57.93 | 79.04 | 20.08 | |
| InformerBackbone=Informer2026.06 | 0.6586 | 60.07 | 79.49 | 22.32 | |
| ReformerBackbone=Reformer2026.06 | 0.657 | 58.42 | 78.9 | 21.26 | |
| TimeMILBackbone=TimeMIL2026.06 | 0.6443 | 58.64 | 78.16 | 19.04 |