Click-Through Rate Prediction on Avazu

Metric: AUC (higher is better)

LeaderboardDataset

Loading chart...

Results

Sort:

#	Model↕	AUC▼	Extra Data	Paper	Date↕	Code
1	OptInter	0.8062	No	Memorize, Factorize, or be Naïve: Learning Optim...	2021-08-03	Code
2	OptInter-M	0.806	No	Memorize, Factorize, or be Naïve: Learning Optim...	2021-08-03	Code
3	CELS	0.8001	No	-	-	Code
4	FCN	0.797	No	FCN: Fusing Exponential and Linear Cross Network...	2024-07-18	Code
5	CETN	0.7962	No	CETN: Contrast-enhanced Through Network for CTR ...	2023-12-15	Code
6	OptFS	0.795	No	Optimizing Feature Set for Click-Through Rate Pr...	2023-01-26	Code
7	OptEmbed	0.7902	No	OptEmbed: Learning Optimal Embedding Table for C...	2022-08-09	Code
8	Sparse Deep FwFM	0.7897	No	DeepLight: Deep Lightweight Feature Interactions...	2020-02-17	Code
9	FGCNN+IPNN	0.7883	No	Feature Generation by Convolutional Neural Netwo...	2019-04-09	Code
10	Fi-GNN	0.7762	No	Fi-GNN: Modeling Feature Interactions via Graph ...	2019-10-12	Code
11	AutoInt	0.7752	No	AutoInt: Automatic Feature Interaction Learning ...	2018-10-29	Code
12	FinalMLP + MMBAttn	0.7666	No	MMBAttn: Max-Mean and Bit-wise Attention for CTR...	2023-08-25	-
13	DNN + MMBAttn	0.765	No	MMBAttn: Max-Mean and Bit-wise Attention for CTR...	2023-08-25	-
14	AFN+	0.7555	No	Adaptive Factorization Network: Learning Adaptiv...	2019-09-07	Code
15	FLEN	0.75	No	FLEN: Leveraging Field for Scalable CTR Prediction	2019-11-12	Code

#1OptInterSOTA
0.8062
AUC· 2021-08-03
Memorize, Factorize, or be Naïve: Learning Optimal Feature Interaction Methods for CTR Prediction Code
#2OptInter-M
0.806
AUC· 2021-08-03
Memorize, Factorize, or be Naïve: Learning Optimal Feature Interaction Methods for CTR Prediction Code
#3CELS
0.8001
AUC
No paperCode
#4FCN
0.797
AUC· 2024-07-18
FCN: Fusing Exponential and Linear Cross Network for Click-Through Rate Prediction Code
#5CETN
0.7962
AUC· 2023-12-15
CETN: Contrast-enhanced Through Network for CTR Prediction Code
#6OptFS
0.795
AUC· 2023-01-26
Optimizing Feature Set for Click-Through Rate Prediction Code
#7OptEmbed
0.7902
AUC· 2022-08-09
OptEmbed: Learning Optimal Embedding Table for Click-through Rate Prediction Code
#8Sparse Deep FwFMSOTA
0.7897
AUC· 2020-02-17
DeepLight: Deep Lightweight Feature Interactions for Accelerating CTR Predictions in Ad Serving Code
#9FGCNN+IPNNSOTA
0.7883
AUC· 2019-04-09
Feature Generation by Convolutional Neural Network for Click-Through Rate Prediction Code
#10Fi-GNN
0.7762
AUC· 2019-10-12
Fi-GNN: Modeling Feature Interactions via Graph Neural Networks for CTR Prediction Code
#11AutoIntSOTA
0.7752
AUC· 2018-10-29
AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks Code
#12FinalMLP + MMBAttn
0.7666
AUC· 2023-08-25
MMBAttn: Max-Mean and Bit-wise Attention for CTR Prediction
#13DNN + MMBAttn
0.765
AUC· 2023-08-25
MMBAttn: Max-Mean and Bit-wise Attention for CTR Prediction
#14AFN+
0.7555
AUC· 2019-09-07
Adaptive Factorization Network: Learning Adaptive-Order Feature Interactions Code
#15FLEN
0.75
AUC· 2019-11-12
FLEN: Leveraging Field for Scalable CTR Prediction Code