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
AIE: Auction Information Enhanced Framework for CTR Prediction in Online Advertising	Aug 15, 2024	Click-Through Rate PredictionPrediction	—Unverified	0
MLoRA: Multi-Domain Low-Rank Adaptive Network for CTR Prediction	Aug 14, 2024	Click-Through Rate PredictionPrediction	—Unverified	0
Moment&Cross: Next-Generation Real-Time Cross-Domain CTR Prediction for Live-Streaming Recommendation at Kuaishou	Aug 11, 2024	Click-Through Rate Prediction	—Unverified	0
Scene-wise Adaptive Network for Dynamic Cold-start Scenes Optimization in CTR Prediction	Aug 3, 2024	Click-Through Rate PredictionDiversity	CodeCode Available	0
HMDN: Hierarchical Multi-Distribution Network for Click-Through Rate Prediction	Aug 2, 2024	Click-Through Rate PredictionMixture-of-Experts	—Unverified	0
Enhancing CTR Prediction through Sequential Recommendation Pre-training: Introducing the SRP4CTR Framework	Jul 29, 2024	Click-Through Rate PredictionSelf-Supervised Learning	—Unverified	0
FedUD: Exploiting Unaligned Data for Cross-Platform Federated Click-Through Rate Prediction	Jul 26, 2024	Click-Through Rate PredictionFederated Learning	—Unverified	0
TWIN V2: Scaling Ultra-Long User Behavior Sequence Modeling for Enhanced CTR Prediction at Kuaishou	Jul 23, 2024	Click-Through Rate PredictionRecommendation Systems	—Unverified	0
FCN: Fusing Exponential and Linear Cross Network for Click-Through Rate Prediction	Jul 18, 2024	Click-Through Rate Prediction	CodeCode Available	2
SEMINAR: Search Enhanced Multi-modal Interest Network and Approximate Retrieval for Lifelong Sequential Recommendation	Jul 15, 2024	Click-Through Rate PredictionQuantization	CodeCode Available	0
Warming Up Cold-Start CTR Prediction by Learning Item-Specific Feature Interactions	Jul 14, 2024	Click-Through Rate PredictionGraph Neural Network	—Unverified	0
A Bag of Tricks for Scaling CPU-based Deep FFMs to more than 300m Predictions per Second	Jul 14, 2024	Click-Through Rate PredictionCPU	—Unverified	0
Multi-Epoch learning with Data Augmentation for Deep Click-Through Rate Prediction	Jun 27, 2024	Click-Through Rate PredictionContinual Learning	—Unverified	0
The Effects of Data Split Strategies on the Offline Experiments for CTR Prediction	Jun 26, 2024	Click-Through Rate PredictionPrediction	—Unverified	0
Light-weight End-to-End Graph Interest Network for CTR Prediction in E-commerce Search	Jun 25, 2024	Click-Through Rate PredictionGraph Embedding	—Unverified	0
Extreme Learning Machines for Fast Training of Click-Through Rate Prediction Models	Jun 25, 2024	Click-Through Rate Prediction	—Unverified	0
Star+: A New Multi-Domain Model for CTR Prediction	Jun 24, 2024	Click-Through Rate PredictionMulti-Task Learning	—Unverified	0
Mutual Learning for Finetuning Click-Through Rate Prediction Models	Jun 17, 2024	Click-Through Rate PredictionKnowledge Distillation	—Unverified	0
Polyhedral Conic Classifier for CTR Prediction	Jun 6, 2024	Click-Through Rate PredictionDiversity	—Unverified	0
Predict Click-Through Rates with Deep Interest Network Model in E-commerce Advertising	Jun 4, 2024	Click-Through Rate Prediction	—Unverified	0
Mitigate Position Bias with Coupled Ranking Bias on CTR Prediction	May 29, 2024	Click-Through Rate PredictionPosition	—Unverified	0
Unified Low-rank Compression Framework for Click-through Rate Prediction	May 28, 2024	Click-Through Rate PredictionLow-rank compression	CodeCode Available	1
ReChorus2.0: A Modular and Task-Flexible Recommendation Library	May 28, 2024	Click-Through Rate PredictionRecommendation Systems	CodeCode Available	4
Look into the Future: Deep Contextualized Sequential Recommendation	May 23, 2024	Click-Through Rate PredictionRetrieval	—Unverified	0
CELA: Cost-Efficient Language Model Alignment for CTR Prediction	May 17, 2024	Click-Through Rate PredictionCollaborative Filtering	CodeCode Available	0

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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