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ResearchFormerly WizWand

Live Streaming Risk Assessment on June Dataset 1.0 (test)

73.22PR-AUCCS-VAR
-2.22149617.36427736.9500556.535823Jan 22, 2026Feb 12, 2026Mar 6, 2026Mar 28, 2026Apr 18, 2026May 10, 2026Jun 1, 2026
Updated 5mo ago

Evaluation results

MethodLinks
CS-VARMethod Identity=Proposed Method2026.0173.2268.2286.3613.38
TAIL-MILModel Category=Instance Aggregation Method2026.0170.2965.0982.0515.55
TimeMILModel Category=Instance Aggregation Method2026.0169.6364.7184.9513.67
AtMILModel Category=Instance Aggregation Method2026.0169.5265.1984.1514.79
MIL-LETModel Category=Instance Aggregation Method2026.0169.4265.2884.5514.99
ReformerModel Category=Sequence Model2026.0169.1163.9581.0417.6
mi-NETModel Category=Instance Aggregation Method2026.0169.1164.0682.2516.73
InformerModel Category=Sequence Model2026.0168.7963.9183.7516.01
AdMILModel Category=Instance Aggregation Method2026.0168.3764.9182.2515.65
TransformerModel Category=Sequence Model2026.0168.0163.4182.2515.65
LPCDBackbone=AC-MIL2026.060.74540.68770.87680.1292
AC-MIL + EIILBackbone=AC-MIL, OOD Plug-in Paradigm=EI, OOD Plug-in=EIIL2026.060.73750.66010.86360.1299
AC-MIL + ASGDROBackbone=AC-MIL, OOD Plug-in Paradigm=DRO, OOD Plug-in=ASGDRO2026.060.73350.68110.84550.14
AC-MIL + FOILBackbone=AC-MIL, OOD Plug-in Paradigm=EI, OOD Plug-in=FOIL2026.060.73340.6760.86360.1314
AC-MIL + CORALBackbone=AC-MIL, OOD Plug-in Paradigm=DA, OOD Plug-in=CORAL2026.060.73270.67940.86020.1313
AC-MIL + IRMBackbone=AC-MIL, OOD Plug-in Paradigm=IL, OOD Plug-in=IRM2026.060.73170.68360.85370.1403
AC-MILBackbone=AC-MIL2026.060.73110.67770.85460.1345
AC-MIL + VRExBackbone=AC-MIL, OOD Plug-in Paradigm=IL, OOD Plug-in=VREx2026.060.73070.67440.85660.1384
AC-MIL + GroupDROBackbone=AC-MIL, OOD Plug-in Paradigm=DRO, OOD Plug-in=GroupDRO2026.060.72940.67810.85380.1404
AC-MIL + IB-IRMBackbone=AC-MIL, OOD Plug-in Paradigm=IL, OOD Plug-in=IB-IRM2026.060.72860.67570.85560.1422
AC-MIL + MIXUPBackbone=AC-MIL, OOD Plug-in Paradigm=DA, OOD Plug-in=MIXUP2026.060.72790.67520.84450.1421
TAIL-MILBackbone=TAIL-MIL2026.060.70290.65090.82050.1555
TimeMILBackbone=TimeMIL2026.060.69630.64710.84950.1367
MIL-LETBackbone=MIL-LET2026.060.69420.65280.84550.1499
ReformerBackbone=Reformer2026.060.69110.63950.81040.176
InformerBackbone=Informer2026.060.68790.63910.83750.1601
TransformerBackbone=Transformer2026.060.68010.63410.82250.1565