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 151–200 of 391 papers

Title	Date	Tasks	Status	Score
xDeepInt: a hybrid architecture for modeling the vector-wise and bit-wise feature interactions	Jan 3, 2023	Click-Through Rate PredictionFeature Engineering	CodeCode Available	5
DKN: Deep Knowledge-Aware Network for News Recommendation	Jan 25, 2018	Click-Through Rate PredictionCommon Sense Reasoning	CodeCode Available	5
Leaf-FM: A Learnable Feature Generation Factorization Machine for Click-Through Rate Prediction	Jul 26, 2021	Click-Through Rate PredictionFeature Engineering	—Unverified	0
Learning a Product Relevance Model from Click-Through Data in E-Commerce	Feb 14, 2021	Click-Through Rate PredictionComputational Efficiency	—Unverified	0
Learning Feature Interactions with Lorentzian Factorization Machine	Nov 22, 2019	Click-Through Rate PredictionDeep Learning	—Unverified	0
Learning Piece-wise Linear Models from Large Scale Data for Ad Click Prediction	Apr 18, 2017	Click-Through Rate PredictionFeature Engineering	—Unverified	0
Learning Representations of Categorical Feature Combinations via Self-Attention	May 1, 2019	Click-Through Rate Prediction	—Unverified	0
Learn over Past, Evolve for Future: Search-based Time-aware Recommendation with Sequential Behavior Data	Feb 7, 2022	Click-Through Rate Prediction	—Unverified	0
Less or More From Teacher: Exploiting Trilateral Geometry For Knowledge Distillation	Dec 22, 2023	Bilevel OptimizationClick-Through Rate Prediction	—Unverified	0
LIBER: Lifelong User Behavior Modeling Based on Large Language Models	Nov 22, 2024	Click-Through Rate PredictionMusic Recommendation	—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
LiRank: Industrial Large Scale Ranking Models at LinkedIn	Feb 10, 2024	Click-Through Rate PredictionQuantization	—Unverified	0
LLP-Bench: A Large Scale Tabular Benchmark for Learning from Label Proportions	Oct 16, 2023	Click-Through Rate Prediction	—Unverified	0
Looking at CTR Prediction Again: Is Attention All You Need?	May 12, 2021	AllClick-Through Rate Prediction	—Unverified	0
Look into the Future: Deep Contextualized Sequential Recommendation	May 23, 2024	Click-Through Rate PredictionRetrieval	—Unverified	0
NCS4CVR: Neuron-Connection Sharing for Multi-Task Learning in Video Conversion Rate Prediction	Aug 22, 2020	Click-Through Rate PredictionMulti-Task Learning	—Unverified	0
Making the Full Model Adaptive: Multi-level Domain Adaptation for Multi-Domain CTR Prediction	Sep 17, 2023	Click-Through Rate PredictionDomain Adaptation	—Unverified	0
Neighbour Interaction based Click-Through Rate Prediction via Graph-masked Transformer	Jan 25, 2022	Click-Through Rate PredictionRepresentation Learning	—Unverified	0
MetaSplit: Meta-Split Network for Limited-Stock Product Recommendation	Mar 11, 2024	Click-Through Rate PredictionMeta-Learning	—Unverified	0
Meta-Wrapper: Differentiable Wrapping Operator for User Interest Selection in CTR Prediction	Jun 28, 2022	Bilevel OptimizationClick-Through Rate Prediction	—Unverified	0
MIM: Multi-modal Content Interest Modeling Paradigm for User Behavior Modeling	Feb 1, 2025	Click-Through Rate PredictionCollaborative Filtering	—Unverified	0
MISS: Multi-Interest Self-Supervised Learning Framework for Click-Through Rate Prediction	Nov 30, 2021	Click-Through Rate PredictionContrastive Learning	—Unverified	0
Mitigate Position Bias with Coupled Ranking Bias on CTR Prediction	May 29, 2024	Click-Through Rate PredictionPosition	—Unverified	0
MLoRA: Multi-Domain Low-Rank Adaptive Network for CTR Prediction	Aug 14, 2024	Click-Through Rate PredictionPrediction	—Unverified	0
MMBAttn: Max-Mean and Bit-wise Attention for CTR Prediction	Aug 25, 2023	Click-Through Rate PredictionFeature Importance	—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
MTBRN: Multiplex Target-Behavior Relation Enhanced Network for Click-Through Rate Prediction	Aug 13, 2020	Click-Through Rate PredictionRecommendation Systems	—Unverified	0
Multi-Epoch Learning for Deep Click-Through Rate Prediction Models	May 31, 2023	Click-Through Rate PredictionData Augmentation	—Unverified	0
Multi-Epoch learning with Data Augmentation for Deep Click-Through Rate Prediction	Jun 27, 2024	Click-Through Rate PredictionContinual Learning	—Unverified	0
Multi-Interactive Attention Network for Fine-grained Feature Learning in CTR Prediction	Dec 13, 2020	Click-Through Rate Prediction	—Unverified	0
Multi-Level Deep Cascade Trees for Conversion Rate Prediction in Recommendation System	May 24, 2018	Click-Through Rate PredictionEnsemble Learning	—Unverified	0
Mutual Learning for Finetuning Click-Through Rate Prediction Models	Jun 17, 2024	Click-Through Rate PredictionKnowledge Distillation	—Unverified	0
NeSHFS: Neighborhood Search with Heuristic-based Feature Selection for Click-Through Rate Prediction	Sep 13, 2024	Click-Through Rate Predictionfeature selection	—Unverified	0
News Popularity Beyond the Click-Through-Rate for Personalized Recommendations	Jul 18, 2023	ArticlesClick-Through Rate Prediction	—Unverified	0
On-Device Model Fine-Tuning with Label Correction in Recommender Systems	Oct 21, 2022	Click-Through Rate PredictionRecommendation Systems	—Unverified	0
One Model to Serve All: Star Topology Adaptive Recommender for Multi-Domain CTR Prediction	Jan 27, 2021	AllClick-Through Rate Prediction	—Unverified	0
Online Interaction Detection for Click-Through Rate Prediction	Jun 27, 2021	Click-Through Rate PredictionPrediction	—Unverified	0
Online Meta-Learning for Model Update Aggregation in Federated Learning for Click-Through Rate Prediction	Aug 30, 2022	Click-Through Rate PredictionFederated Learning	—Unverified	0
On the Practice of Deep Hierarchical Ensemble Network for Ad Conversion Rate Prediction	Apr 10, 2025	Click-Through Rate PredictionRecommendation Systems	—Unverified	0
OptMSM: Optimizing Multi-Scenario Modeling for Click-Through Rate Prediction	Jun 23, 2023	Click-Through Rate PredictionDisentanglement	—Unverified	0
PBODL : Parallel Bayesian Online Deep Learning for Click-Through Rate Prediction in Tencent Advertising System	Jul 4, 2017	Click-Through Rate Prediction	—Unverified	0
PHN: Parallel heterogeneous network with soft gating for CTR prediction	Jun 18, 2022	Click-Through Rate Prediction	—Unverified	0
Polyhedral Conic Classifier for CTR Prediction	Jun 6, 2024	Click-Through Rate PredictionDiversity	—Unverified	0
PPM : A Pre-trained Plug-in Model for Click-through Rate Prediction	Mar 15, 2024	Click-Through Rate PredictionRecommendation Systems	—Unverified	0
PRECTR: A Synergistic Framework for Integrating Personalized Search Relevance Matching and CTR Prediction	Mar 24, 2025	Binary ClassificationClick-Through Rate Prediction	—Unverified	0
Predict Click-Through Rates with Deep Interest Network Model in E-commerce Advertising	Jun 4, 2024	Click-Through Rate Prediction	—Unverified	0
Predicting clicks in online display advertising with latent features and side-information	Nov 28, 2014	Click-Through Rate PredictionCollaborative Filtering	—Unverified	0
Provable Sparse Tensor Decomposition	Feb 5, 2015	Click-Through Rate PredictionClustering	—Unverified	0
RBoard: A Unified Platform for Reproducible and Reusable Recommender System Benchmarks	Sep 9, 2024	BenchmarkingClick-Through Rate Prediction	—Unverified	0
Rec4Ad: A Free Lunch to Mitigate Sample Selection Bias for Ads CTR Prediction in Taobao	Jun 6, 2023	Click-Through Rate PredictionData Augmentation	—Unverified	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