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ResearchFormerly WizWand

CTR Prediction on KDD 12

0.8169AUCUTTSI
0.7328680.7546840.77650.798316Oct 29, 2018Feb 1, 2020May 7, 2021Aug 11, 2022Nov 14, 2023Feb 17, 2025May 24, 2026
Updated 5mo ago

Evaluation results

MethodLinks
UTTSIBackbone=OptFu2026.050.81690.1297
UTTSIBackbone=HSTU2026.050.81370.1314
OptFu2026.050.81250.1326
UTTSIBackbone=PLE2026.050.80970.1338
HSTU2026.050.80870.1358
MemoNet-LSize=Small, Codewords (MC)=0.5MC, Hash Number (xH)=7H, Parameters=60M2022.100.8060.1508
MemoNet-ASize=Small, Codewords (MC)=0.5MC, Hash Number (xH)=8H, Parameters=60M2022.100.80520.1516
PEPNet2026.050.80410.137
PLE2026.050.80350.137
AutoCTR2026.050.80290.1373
MMOE2026.050.80210.1377
MaskNet2026.050.80120.1381
MaskNetParameters=56M2022.100.79890.1521
GDCN2026.050.79890.1399
CANParameters=569M2022.100.79710.153
AutoInt+Parameters=55M2022.100.79690.1529
FibiNET2026.050.79680.1402
DCN v2Parameters=55M2022.100.79660.153
DCNParameters=55M2022.100.79580.1531
AutoFISParameters=60M2022.100.79540.1532
DNNParameters=55M2022.100.79540.1533
FiBiNetParameters=61M2022.100.79520.1533
xDeepFMParameters=62M2022.100.79510.1534
DCN2026.050.79410.1426
DeepFMParameters=60M2022.100.7940.1538
Wide&DeepParameters=60M2022.100.79330.1542
DeepFM2026.050.79330.1422
AutoInt2026.050.79280.1429
Wide&Deep2026.050.79210.1426
FM2026.050.79140.1431
DNN2026.050.79020.1437
AutoInt+Base model=AutoInt2018.100.78980.1543
AutoIntModel Class=High-order, Averaged over=10 runs2018.100.78830.1546
Deep&CrossBase model=CN2018.100.78720.1549
DeepFMBase model=FM2018.100.78670.1549
xDeepFMBase model=CIN2018.100.7820.156
CINModel Class=High-order, Averaged over=10 runs2018.100.77990.1566
CrossNetModel Class=High-order, Averaged over=10 runs2018.100.77730.1572
FMParameters=60M2022.100.77650.1583
FMModel Class=Second-order, Averaged over=10 runs2018.100.77590.1573
DeepCrossingModel Class=High-order, Averaged over=10 runs2018.100.77150.1591
HOFMModel Class=High-order, Averaged over=10 runs2018.100.77070.1586
AFMModel Class=Second-order, Averaged over=10 runs2018.100.76590.1591
Wide&DeepBase model=LR2018.100.75490.1619
NFMModel Class=High-order, Averaged over=10 runs2018.100.75150.1631
LRModel Class=First-order, Averaged over=10 runs2018.100.73610.1684