| MaskNet: Introducing Feature-Wise Multiplication to CTR Ranking Models by Instance-Guided Mask | Feb 9, 2021 | Click-Through Rate PredictionRecommendation Systems | CodeCode Available | 4 | 5 |
| ReChorus2.0: A Modular and Task-Flexible Recommendation Library | May 28, 2024 | Click-Through Rate PredictionRecommendation Systems | CodeCode Available | 4 | 5 |
| Behavior Sequence Transformer for E-commerce Recommendation in Alibaba | May 15, 2019 | Click-Through Rate PredictionRecommendation Systems | CodeCode Available | 2 | 5 |
| Adaptive Optimizers with Sparse Group Lasso for Neural Networks in CTR Prediction | Jul 30, 2021 | Click-Through Rate Prediction | CodeCode Available | 2 | 5 |
| PaddleRec | Nov 19, 2021 | Click-Through Rate PredictionRecommendation Systems | CodeCode Available | 2 | 5 |
| FCN: Fusing Exponential and Linear Cross Network for Click-Through Rate Prediction | Jul 18, 2024 | Click-Through Rate Prediction | CodeCode Available | 2 | 5 |
| AutoInt: Automatic Feature Interaction Learning via Self-Attentive Neural Networks | Oct 29, 2018 | Click-Through Rate PredictionRecommendation Systems | CodeCode Available | 2 | 5 |
| Understanding the Ranking Loss for Recommendation with Sparse User Feedback | Mar 21, 2024 | Binary ClassificationClick-Through Rate Prediction | CodeCode Available | 2 | 5 |
| FLEN: Leveraging Field for Scalable CTR Prediction | Nov 12, 2019 | Click-Through Rate PredictionPrediction | CodeCode Available | 2 | 5 |
| BARS: Towards Open Benchmarking for Recommender Systems | May 19, 2022 | BenchmarkingClick-Through Rate Prediction | CodeCode Available | 2 | 5 |
| MemoNet: Memorizing All Cross Features' Representations Efficiently via Multi-Hash Codebook Network for CTR Prediction | Oct 25, 2022 | AllClick-Through Rate Prediction | CodeCode Available | 1 | 5 |
| GraphHINGE: Learning Interaction Models of Structured Neighborhood on Heterogeneous Information Network | Nov 25, 2020 | Click-Through Rate Prediction | CodeCode Available | 1 | 5 |
| Deep Interest with Hierarchical Attention Network for Click-Through Rate Prediction | May 22, 2020 | Click-Through Rate Prediction | CodeCode Available | 1 | 5 |
| Deep Interest Network for Click-Through Rate Prediction | Jun 21, 2017 | Click-Through Rate PredictionPrediction | CodeCode Available | 1 | 5 |
| Learning Graph Meta Embeddings for Cold-Start Ads in Click-Through Rate Prediction | May 19, 2021 | Click-Through Rate PredictionMeta-Learning | CodeCode Available | 1 | 5 |
| LPFS: Learnable Polarizing Feature Selection for Click-Through Rate Prediction | Jun 1, 2022 | Click-Through Rate Predictionfeature selection | CodeCode Available | 1 | 5 |
| Memorize, Factorize, or be Naïve: Learning Optimal Feature Interaction Methods for CTR Prediction | Aug 3, 2021 | Click-Through Rate PredictionRecommendation Systems | CodeCode Available | 1 | 5 |
| BARS-CTR: Open Benchmarking for Click-Through Rate Prediction | Sep 12, 2020 | BenchmarkingClick-Through Rate Prediction | CodeCode Available | 1 | 5 |
| FiBiNet++: Reducing Model Size by Low Rank Feature Interaction Layer for CTR Prediction | Sep 12, 2022 | Click-Through Rate PredictionRecommendation Systems | CodeCode Available | 1 | 5 |
| Exploration in Online Advertising Systems with Deep Uncertainty-Aware Learning | Nov 25, 2020 | Click-Through Rate PredictionGaussian Processes | CodeCode Available | 1 | 5 |
| FINT: Field-aware INTeraction Neural Network For CTR Prediction | Jul 5, 2021 | Click-Through Rate Prediction | CodeCode Available | 1 | 5 |
| Cognitive Evolutionary Search to Select Feature Interactions for Click-Through Rate Prediction | Aug 1, 2023 | Click-Through Rate PredictionEvolutionary Algorithms | CodeCode Available | 1 | 5 |
| Helen: Optimizing CTR Prediction Models with Frequency-wise Hessian Eigenvalue Regularization | Feb 23, 2024 | Click-Through Rate PredictionPrediction | CodeCode Available | 1 | 5 |
| Interpretable Click-Through Rate Prediction through Hierarchical Attention | Jan 20, 2020 | Click-Through Rate PredictionMarketing | CodeCode Available | 1 | 5 |
| DeepFM: A Factorization-Machine based Neural Network for CTR Prediction | Mar 13, 2017 | Click-Through Rate PredictionFeature Engineering | CodeCode Available | 1 | 5 |
| Deep & Cross Network for Ad Click Predictions | Aug 17, 2017 | Click-Through Rate PredictionFeature Engineering | CodeCode Available | 1 | 5 |
| Fi-GNN: Modeling Feature Interactions via Graph Neural Networks for CTR Prediction | Oct 12, 2019 | Click-Through Rate PredictionRecommendation Systems | CodeCode Available | 1 | 5 |
| AIM: Automatic Interaction Machine for Click-Through Rate Prediction | Nov 5, 2021 | Click-Through Rate Prediction | CodeCode Available | 1 | 5 |
| GIFT: Graph-guIded Feature Transfer for Cold-Start Video Click-Through Rate Prediction | Feb 21, 2022 | Click-Through Rate Prediction | CodeCode Available | 1 | 5 |
| Deep Interest Highlight Network for Click-Through Rate Prediction in Trigger-Induced Recommendation | Feb 5, 2022 | Click-Through Rate Prediction | CodeCode Available | 1 | 5 |
| Dual Attentive Sequential Learning for Cross-Domain Click-Through Rate Prediction | Jun 5, 2021 | Click-Through Rate PredictionRecommendation Systems | CodeCode Available | 1 | 5 |
| Directed Acyclic Graph Factorization Machines for CTR Prediction via Knowledge Distillation | Nov 21, 2022 | Click-Through Rate PredictionKnowledge Distillation | CodeCode Available | 1 | 5 |
| Enhancing CTR Prediction with Context-Aware Feature Representation Learning | Apr 19, 2022 | Click-Through Rate PredictionRepresentation Learning | CodeCode Available | 1 | 5 |
| Causal Inference in Recommender Systems: A Survey and Future Directions | Aug 26, 2022 | Causal InferenceClick-Through Rate Prediction | CodeCode Available | 1 | 5 |
| Knowledge Graph Convolutional Networks for Recommender Systems | Mar 18, 2019 | Click-Through Rate PredictionCollaborative Filtering | CodeCode Available | 1 | 5 |
| CT4Rec: Simple yet Effective Consistency Training for Sequential Recommendation | Dec 13, 2021 | Click-Through Rate PredictionContrastive Learning | CodeCode Available | 1 | 5 |
| An Ensemble-based Approach to Click-Through Rate Prediction for Promoted Listings at Etsy | Nov 4, 2017 | Click-Through Rate PredictionEnsemble Learning | CodeCode Available | 1 | 5 |
| Discrete Semantic Tokenization for Deep CTR Prediction | Mar 13, 2024 | Click-Through Rate PredictionNews Recommendation | CodeCode Available | 1 | 5 |
| CL4CTR: A Contrastive Learning Framework for CTR Prediction | Dec 1, 2022 | Click-Through Rate PredictionContrastive Learning | CodeCode Available | 1 | 5 |
| CETN: Contrast-enhanced Through Network for CTR Prediction | Dec 15, 2023 | Click-Through Rate PredictionContrastive Learning | CodeCode Available | 1 | 5 |
| Clicks can be Cheating: Counterfactual Recommendation for Mitigating Clickbait Issue | Sep 21, 2020 | Click-Through Rate Predictioncounterfactual | CodeCode Available | 1 | 5 |
| FiBiNET: Combining Feature Importance and Bilinear feature Interaction for Click-Through Rate Prediction | May 23, 2019 | Click-Through Rate PredictionFeature Importance | CodeCode Available | 1 | 5 |
| DeepLight: Deep Lightweight Feature Interactions for Accelerating CTR Predictions in Ad Serving | Feb 17, 2020 | Click-Through Rate PredictionPrediction | CodeCode Available | 1 | 5 |
| Clustering the Sketch: A Novel Approach to Embedding Table Compression | Oct 12, 2022 | Click-Through Rate PredictionClustering | CodeCode Available | 1 | 5 |
| 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 | 5 |
| A Unified Framework for Multi-Domain CTR Prediction via Large Language Models | Dec 17, 2023 | Click-Through Rate PredictionLanguage Modelling | CodeCode Available | 1 | 5 |
| 1^st Place Solution of WWW 2025 EReL@MIR Workshop Multimodal CTR Prediction Challenge | May 6, 2025 | Click-Through Rate PredictionRecommendation Systems | CodeCode Available | 1 | 5 |
| 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 | 5 |
| AutoFIS: Automatic Feature Interaction Selection in Factorization Models for Click-Through Rate Prediction | Mar 25, 2020 | Click-Through Rate PredictionRecommendation Systems | CodeCode Available | 1 | 5 |
| 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 | 5 |
