Click-Through Rate Prediction on Avazu

Metric: LogLoss (lower is better)

LeaderboardDataset

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#	Model↕	LogLoss▲	Extra Data	Paper	Date↕	Code
1	OptInter	0.3637	No	Memorize, Factorize, or be Naïve: Learning Optim...	2021-08-03	Code
2	OptInter-M	0.3638	No	Memorize, Factorize, or be Naïve: Learning Optim...	2021-08-03	Code
3	CELS	0.3678	No	-	-	Code
4	FCN	0.3695	No	FCN: Fusing Exponential and Linear Cross Network...	2024-07-18	Code
5	OptFS	0.3709	No	Optimizing Feature Set for Click-Through Rate Pr...	2023-01-26	Code
6	OptEmbed	0.374	No	OptEmbed: Learning Optimal Embedding Table for C...	2022-08-09	Code
7	FGCNN+IPNN	0.3746	No	Feature Generation by Convolutional Neural Netwo...	2019-04-09	Code
8	Sparse Deep FwFM	0.3748	No	DeepLight: Deep Lightweight Feature Interactions...	2020-02-17	Code
9	AutoInt	0.3823	No	AutoInt: Automatic Feature Interaction Learning ...	2018-10-29	Code
10	Fi-GNN	0.3825	No	Fi-GNN: Modeling Feature Interactions via Graph ...	2019-10-12	Code

#1OptInterSOTA
0.3637
LogLoss· 2021-08-03
Memorize, Factorize, or be Naïve: Learning Optimal Feature Interaction Methods for CTR Prediction Code
#2OptInter-MSOTA
0.3638
LogLoss· 2021-08-03
Memorize, Factorize, or be Naïve: Learning Optimal Feature Interaction Methods for CTR Prediction Code
#3CELS
0.3678
LogLoss
No paperCode
#4FCN
0.3695
LogLoss· 2024-07-18
FCN: Fusing Exponential and Linear Cross Network for Click-Through Rate Prediction Code
#5OptFS
0.3709
LogLoss· 2023-01-26
Optimizing Feature Set for Click-Through Rate Prediction Code
#6OptEmbed
0.374
LogLoss· 2022-08-09
OptEmbed: Learning Optimal Embedding Table for Click-through Rate Prediction Code
#7FGCNN+IPNNSOTA
0.3746
LogLoss· 2019-04-09
Feature Generation by Convolutional Neural Network for Click-Through Rate Prediction Code
#8Sparse Deep FwFM
0.3748
LogLoss· 2020-02-17
DeepLight: Deep Lightweight Feature Interactions for Accelerating CTR Predictions in Ad Serving Code
#9AutoIntSOTA
0.3823
LogLoss· 2018-10-29
AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks Code
#10Fi-GNN
0.3825
LogLoss· 2019-10-12
Fi-GNN: Modeling Feature Interactions via Graph Neural Networks for CTR Prediction Code