Click-Through Rate Prediction

Click-through rate prediction is the task of predicting the likelihood that something on a website (such as an advertisement) will be clicked.

( Image credit: Deep Spatio-Temporal Neural Networks for Click-Through Rate Prediction )

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 51–75 of 391 papers

Title	Date	Tasks	Status	Hype
DeepFM: A Factorization-Machine based Neural Network for CTR Prediction	Mar 13, 2017	Click-Through Rate PredictionFeature Engineering	CodeCode Available	1
Directed Acyclic Graph Factorization Machines for CTR Prediction via Knowledge Distillation	Nov 21, 2022	Click-Through Rate PredictionKnowledge Distillation	CodeCode Available	1
Quadratic Interest Network for Multimodal Click-Through Rate Prediction	Apr 24, 2025	Click-Through Rate PredictionMultimodal Recommendation	CodeCode Available	1
RAT: Retrieval-Augmented Transformer for Click-Through Rate Prediction	Apr 2, 2024	Click-Through Rate PredictionRetrieval	CodeCode Available	1
DCN V2: Improved Deep & Cross Network and Practical Lessons for Web-scale Learning to Rank Systems	Aug 19, 2020	Click-Through Rate PredictionLearning-To-Rank	CodeCode Available	1
Clustering the Sketch: A Novel Approach to Embedding Table Compression	Oct 12, 2022	Click-Through Rate PredictionClustering	CodeCode Available	1
CETN: Contrast-enhanced Through Network for CTR Prediction	Dec 15, 2023	Click-Through Rate PredictionContrastive Learning	CodeCode Available	1
FLIP: Fine-grained Alignment between ID-based Models and Pretrained Language Models for CTR Prediction	Oct 30, 2023	Click-Through Rate PredictionContrastive Learning	CodeCode Available	1
Revisiting Feature Interactions from the Perspective of Quadratic Neural Networks for Click-through Rate Prediction	May 23, 2025	Click-Through Rate PredictionRecommendation Systems	CodeCode Available	1
RippleNet: Propagating User Preferences on the Knowledge Graph for Recommender Systems	Mar 9, 2018	Click-Through Rate PredictionCollaborative Filtering	CodeCode Available	1
Temporal Interest Network for User Response Prediction	Aug 15, 2023	Click-Through Rate PredictionPrediction	CodeCode Available	1
TF4CTR: Twin Focus Framework for CTR Prediction via Adaptive Sample Differentiation	May 6, 2024	Click-Through Rate PredictionRecommendation Systems	CodeCode Available	1
CL4CTR: A Contrastive Learning Framework for CTR Prediction	Dec 1, 2022	Click-Through Rate PredictionContrastive Learning	CodeCode Available	1
Discrete Semantic Tokenization for Deep CTR Prediction	Mar 13, 2024	Click-Through Rate PredictionNews Recommendation	CodeCode Available	1
Knowledge Graph Convolutional Networks for Recommender Systems	Mar 18, 2019	Click-Through Rate PredictionCollaborative Filtering	CodeCode Available	1
CowClip: Reducing CTR Prediction Model Training Time from 12 hours to 10 minutes on 1 GPU	Apr 13, 2022	Click-Through Rate PredictionGPU	CodeCode Available	1
CT4Rec: Simple yet Effective Consistency Training for Sequential Recommendation	Dec 13, 2021	Click-Through Rate PredictionContrastive Learning	CodeCode Available	1
Deep & Cross Network for Ad Click Predictions	Aug 17, 2017	Click-Through Rate PredictionFeature Engineering	CodeCode Available	1
Deep Interest Highlight Network for Click-Through Rate Prediction in Trigger-Induced Recommendation	Feb 5, 2022	Click-Through Rate Prediction	CodeCode Available	1
Deep Interest Network for Click-Through Rate Prediction	Jun 21, 2017	Click-Through Rate PredictionPrediction	CodeCode Available	1
BARS-CTR: Open Benchmarking for Click-Through Rate Prediction	Sep 12, 2020	BenchmarkingClick-Through Rate Prediction	CodeCode Available	1
Enhancing CTR Prediction with Context-Aware Feature Representation Learning	Apr 19, 2022	Click-Through Rate PredictionRepresentation Learning	CodeCode Available	1
Causal Inference in Recommender Systems: A Survey and Future Directions	Aug 26, 2022	Causal InferenceClick-Through Rate Prediction	CodeCode Available	1
Exploration in Online Advertising Systems with Deep Uncertainty-Aware Learning	Nov 25, 2020	Click-Through Rate PredictionGaussian Processes	CodeCode Available	1
Modeling Users' Contextualized Page-wise Feedback for Click-Through Rate Prediction in E-commerce Search	Mar 29, 2022	Click-Through Rate PredictionDenoising	CodeCode Available	1

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All datasets Criteo Avazu Company*Bing News iPinYou KKBox MovieLens 1M MovieLens 20M Amazon Dianping Frappe KDD12

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	QNN-α	AUC	0.82	—	Unverified
2	FCN	AUC	0.82	—	Unverified
3	GDCN	AUC	0.82	—	Unverified
4	MemoNet	AUC	0.82	—	Unverified
5	TF4CTR	AUC	0.82	—	Unverified
6	FinalMLP + MMBAttn	AUC	0.81	—	Unverified
7	FinalMLP	AUC	0.81	—	Unverified
8	CETN	AUC	0.81	—	Unverified
9	DNN + MMBAttn	AUC	0.81	—	Unverified
10	STEC	AUC	0.81	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OptInter	AUC	0.81	—	Unverified
2	OptInter-M	AUC	0.81	—	Unverified
3	CELS	AUC	0.8	—	Unverified
4	FCN	AUC	0.8	—	Unverified
5	CETN	AUC	0.8	—	Unverified
6	OptFS	AUC	0.8	—	Unverified
7	OptEmbed	AUC	0.79	—	Unverified
8	Sparse Deep FwFM	AUC	0.79	—	Unverified
9	FGCNN+IPNN	AUC	0.79	—	Unverified
10	Fi-GNN	AUC	0.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DeepFM	AUC	0.87	—	Unverified
2	FNN	AUC	0.87	—	Unverified
3	Wide & Deep (LR & DNN)	AUC	0.87	—	Unverified
4	PNN*	AUC	0.87	—	Unverified
5	IPNN	AUC	0.87	—	Unverified
6	Wide & Deep (FM & DNN)	AUC	0.87	—	Unverified
7	OPNN	AUC	0.87	—	Unverified
8	DeepMCP	AUC	0.77	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	xDeepFM	AUC	0.84	—	Unverified
2	Wide & Deep	AUC	0.84	—	Unverified
3	DeepFM	AUC	0.84	—	Unverified
4	PNN	AUC	0.83	—	Unverified
5	RippleNet	AUC	0.68	—	Unverified
6	DKN	AUC	0.66	—	Unverified
7	DNN	AUC	0.03	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	OPNN	AUC	0.82	—	Unverified
2	IPNN	AUC	0.79	—	Unverified
3	FCN	AUC	0.79	—	Unverified
4	OptInter	AUC	0.78	—	Unverified
5	OptInter-M	AUC	0.78	—	Unverified
6	PNN*	AUC	0.77	—	Unverified
7	FNN	AUC	0.76	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FCN	AUC	0.86	—	Unverified
2	DeepIM	AUC	0.85	—	Unverified
3	xDeepFM	AUC	0.85	—	Unverified
4	AutoInt+	AUC	0.85	—	Unverified
5	DCNv2	AUC	0.85	—	Unverified
6	DeepFM	AUC	0.85	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	STEC	AUC	0.97	—	Unverified
2	KNI	AUC	0.94	—	Unverified
3	RippleNet	AUC	0.92	—	Unverified
4	MKR	AUC	0.92	—	Unverified
5	DCNv3	AUC	0.91	—	Unverified
6	AutoInt	AUC	0.85	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	github.com/guotong1988/movielens_dataset	AUC	0.79	—	Unverified
2	DIN + Dice Activation	AUC	0.73	—	Unverified
3	DIN	AUC	0.73	—	Unverified
4	DeepFM	AUC	0.73	—	Unverified
5	PNN	AUC	0.73	—	Unverified
6	Wide & Deep	AUC	0.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DIN + Dice Activation	AUC	0.89	—	Unverified
2	DIN	AUC	0.88	—	Unverified
3	DeepFM	AUC	0.87	—	Unverified
4	PNN	AUC	0.87	—	Unverified
5	Wide & Deep	AUC	0.86	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	xDeepFM	AUC	0.86	—	Unverified
2	DeepFM	AUC	0.85	—	Unverified
3	PNN	AUC	0.84	—	Unverified
4	Wide & Deep	AUC	0.84	—	Unverified
5	DNN	AUC	0.83	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TF4CTR	AUC	0.99	—	Unverified
2	FinalMLP + MMBAttn	AUC	0.99	—	Unverified
3	FinalMLP	AUC	0.99	—	Unverified
4	DNN + MMBAttn	AUC	0.99	—	Unverified
5	AFN+	AUC	0.98	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FCN	AUC	0.81	—	Unverified
2	MemoNet	AUC	0.81	—	Unverified
3	OptEmbed	AUC	0.8	—	Unverified
4	OptFS	AUC	0.8	—	Unverified
5	AutoInt	AUC	0.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TF4CTR	AUC	0.97	—	Unverified
2	FinalMLP	AUC	0.97	—	Unverified
3	AFN+	AUC	0.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DSTN-I	AUC	0.84	—	Unverified
2	DeepMCP	AUC	0.79	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	KGCN-sum	AUC	0.74	—	Unverified
2	RippleNet	AUC	0.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	KGCN-concat	AUC	0.8	—	Unverified
2	MKR	AUC	0.69	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	DIEN	AUC	0.78	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	NormDNN	AUC	0.74	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MKR	AUC	0.73	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	FGCNN+IPNN	AUC	0.94	—	Unverified