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Click-Through Rate Prediction
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Criteo
Click-Through Rate Prediction on Criteo
Metric: Log Loss (lower is better)
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Model name (A→Z)
#
Model
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Log Loss
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Extra Data
Paper
Date
↕
Code
1
QNN-α
0.4358
No
Revisiting Feature Interactions from the Perspec...
2025-05-23
Code
2
FCN
0.4358
No
FCN: Fusing Exponential and Linear Cross Network...
2024-07-18
Code
3
GDCN
0.436
No
Towards Deeper, Lighter and Interpretable Cross ...
2023-11-08
Code
4
CETN
0.4373
No
CETN: Contrast-enhanced Through Network for CTR ...
2023-12-15
Code
5
STEC
0.4379
No
STEC: See-Through Transformer-based Encoder for ...
2023-08-29
-
6
DeepLight
0.4395
No
DeepLight: Deep Lightweight Feature Interactions...
2020-02-17
Code
7
CELS
0.44
No
-
-
Code
8
OptEmbed
0.44
No
OptEmbed: Learning Optimal Embedding Table for C...
2022-08-09
Code
9
OptFS
0.4401
No
Optimizing Feature Set for Click-Through Rate Pr...
2023-01-26
Code
10
DCN V2
0.4406
No
DCN V2: Improved Deep & Cross Network and Practi...
2020-08-19
Code
11
DeepFFM
0.4416
No
FAT-DeepFFM: Field Attentive Deep Field-aware Fa...
2019-05-15
Code
12
OptInter
0.4417
No
Memorize, Factorize, or be Naïve: Learning Optim...
2021-08-03
Code
13
xDeepFM
0.4418
No
xDeepFM: Combining Explicit and Implicit Feature...
2018-03-14
Code
14
FiBiNET
0.4423
No
FiBiNET: Combining Feature Importance and Biline...
2019-05-23
Code
15
Fi-GNN
0.4453
No
Fi-GNN: Modeling Feature Interactions via Graph ...
2019-10-12
Code
16
AutoInt
0.4454
No
AutoInt: Automatic Feature Interaction Learning ...
2018-10-29
Code
17
WMLFF
0.447
No
Weighted Multi-Level Feature Factorization for A...
2023-08-03
Code
18
Clustered Compositional Embeddings
0.449
No
Clustering the Sketch: A Novel Approach to Embed...
2022-10-12
Code
19
DeepFM
0.45083
No
DeepFM: A Factorization-Machine based Neural Net...
2017-03-13
Code
20
PNN*
0.45214
No
Product-based Neural Networks for User Response ...
2016-11-01
Code
21
OPNN
0.45256
No
Product-based Neural Networks for User Response ...
2016-11-01
Code
22
IPNN
0.45323
No
Product-based Neural Networks for User Response ...
2016-11-01
Code
23
FNN
0.45738
No
Deep Learning over Multi-field Categorical Data:...
2016-01-11
Code
24
Wide&Deep
0.46772
No
Wide & Deep Learning for Recommender Systems
2016-06-24
Code
25
AutoDeepFM(3rd)
0.5405
No
AutoFIS: Automatic Feature Interaction Selection...
2020-03-25
Code
26
FINN
0.5409
No
Feature Interaction based Neural Network for Cli...
2020-06-07
-
#1
QNN-α
0.4358
Log Loss
· 2025-05-23
Revisiting Feature Interactions from the Perspective of Quadratic Neural Networks for Click-through Rate Prediction
Code
#2
FCN
SOTA
0.4358
Log Loss
· 2024-07-18
FCN: Fusing Exponential and Linear Cross Network for Click-Through Rate Prediction
Code
#3
GDCN
SOTA
0.436
Log Loss
· 2023-11-08
Towards Deeper, Lighter and Interpretable Cross Network for CTR Prediction
Code
#4
CETN
0.4373
Log Loss
· 2023-12-15
CETN: Contrast-enhanced Through Network for CTR Prediction
Code
#5
STEC
SOTA
0.4379
Log Loss
· 2023-08-29
STEC: See-Through Transformer-based Encoder for CTR Prediction
#6
DeepLight
SOTA
0.4395
Log Loss
· 2020-02-17
DeepLight: Deep Lightweight Feature Interactions for Accelerating CTR Predictions in Ad Serving
Code
#7
CELS
0.44
Log Loss
No paper
Code
#8
OptEmbed
0.44
Log Loss
· 2022-08-09
OptEmbed: Learning Optimal Embedding Table for Click-through Rate Prediction
Code
#9
OptFS
0.4401
Log Loss
· 2023-01-26
Optimizing Feature Set for Click-Through Rate Prediction
Code
#10
DCN V2
0.4406
Log Loss
· 2020-08-19
DCN V2: Improved Deep & Cross Network and Practical Lessons for Web-scale Learning to Rank Systems
Code
#11
DeepFFM
SOTA
0.4416
Log Loss
· 2019-05-15
FAT-DeepFFM: Field Attentive Deep Field-aware Factorization Machine
Code
#12
OptInter
0.4417
Log Loss
· 2021-08-03
Memorize, Factorize, or be Naïve: Learning Optimal Feature Interaction Methods for CTR Prediction
Code
#13
xDeepFM
SOTA
0.4418
Log Loss
· 2018-03-14
xDeepFM: Combining Explicit and Implicit Feature Interactions for Recommender Systems
Code
#14
FiBiNET
0.4423
Log Loss
· 2019-05-23
FiBiNET: Combining Feature Importance and Bilinear feature Interaction for Click-Through Rate Prediction
Code
#15
Fi-GNN
0.4453
Log Loss
· 2019-10-12
Fi-GNN: Modeling Feature Interactions via Graph Neural Networks for CTR Prediction
Code
#16
AutoInt
0.4454
Log Loss
· 2018-10-29
AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks
Code
#17
WMLFF
0.447
Log Loss
· 2023-08-03
Weighted Multi-Level Feature Factorization for App ads CTR and installation prediction
Code
#18
Clustered Compositional Embeddings
0.449
Log Loss
· 2022-10-12
Clustering the Sketch: A Novel Approach to Embedding Table Compression
Code
#19
DeepFM
SOTA
0.45083
Log Loss
· 2017-03-13
DeepFM: A Factorization-Machine based Neural Network for CTR Prediction
Code
#20
PNN*
SOTA
0.45214
Log Loss
· 2016-11-01
Product-based Neural Networks for User Response Prediction
Code
#21
OPNN
SOTA
0.45256
Log Loss
· 2016-11-01
Product-based Neural Networks for User Response Prediction
Code
#22
IPNN
SOTA
0.45323
Log Loss
· 2016-11-01
Product-based Neural Networks for User Response Prediction
Code
#23
FNN
SOTA
0.45738
Log Loss
· 2016-01-11
Deep Learning over Multi-field Categorical Data: A Case Study on User Response Prediction
Code
#24
Wide&Deep
0.46772
Log Loss
· 2016-06-24
Wide & Deep Learning for Recommender Systems
Code
#25
AutoDeepFM(3rd)
0.5405
Log Loss
· 2020-03-25
AutoFIS: Automatic Feature Interaction Selection in Factorization Models for Click-Through Rate Prediction
Code
#26
FINN
0.5409
Log Loss
· 2020-06-07
Feature Interaction based Neural Network for Click-Through Rate Prediction