KGAT: Knowledge Graph Attention Network for Recommendation May 20, 2019 Explainable Recommendation Graph Neural Network
Code Code Available Embarrassingly Shallow Autoencoders for Sparse Data May 8, 2019 Collaborative Filtering Recommendation Systems
Code Code Available Deep Learning for Sequential Recommendation: Algorithms, Influential Factors, and Evaluations Apr 30, 2019 Deep Learning Recommendation Systems
Code Code Available Relational Collaborative Filtering:Modeling Multiple Item Relations for Recommendation Apr 29, 2019 Collaborative Filtering Recommendation Systems
Code Code Available Inductive Matrix Completion Based on Graph Neural Networks Apr 26, 2019 Graph Neural Network Matrix Completion
Code Code Available A Neural Influence Diffusion Model for Social Recommendation Apr 20, 2019 Collaborative Filtering Recommendation Systems
Code Code Available Personalized Re-ranking for Recommendation Apr 15, 2019 Recommendation Systems Re-Ranking
Code Code Available Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective Mar 27, 2019 Graph Embedding Knowledge Graph Embedding
Code Code Available Knowledge Graph Convolutional Networks for Recommender Systems Mar 18, 2019 Click-Through Rate Prediction Collaborative Filtering
Code Code Available A Survey on Session-based Recommender Systems Feb 13, 2019 Collaborative Filtering Decision Making
Code Code Available DeepCF: A Unified Framework of Representation Learning and Matching Function Learning in Recommender System Jan 15, 2019 Collaborative Filtering Recommendation Systems
Code Code Available Gated Attentive-Autoencoder for Content-Aware Recommendation Dec 7, 2018 Product Recommendation Recommendation Systems
Code Code Available Deep Reinforcement Learning based Recommendation with Explicit User-Item Interactions Modeling Oct 29, 2018 Collaborative Filtering Decision Making
Code Code Available Self-Attentive Sequential Recommendation Aug 20, 2018 Recommendation Systems Sequential Recommendation
Code Code Available KB4Rec: A Dataset for Linking Knowledge Bases with Recommender Systems Jul 30, 2018 Knowledge-Aware Recommendation Recommendation Systems
Code Code Available Evaluation of Session-based Recommendation Algorithms Mar 26, 2018 Recommendation Systems Session-Based Recommendations
Code Code Available xDeepFM: Combining Explicit and Implicit Feature Interactions for Recommender Systems Mar 14, 2018 Click-Through Rate Prediction Recommendation Systems
Code Code Available RippleNet: Propagating User Preferences on the Knowledge Graph for Recommender Systems Mar 9, 2018 Click-Through Rate Prediction Collaborative Filtering
Code Code Available SQL-Rank: A Listwise Approach to Collaborative Ranking Feb 28, 2018 Collaborative Ranking Recommendation Systems
Code Code Available Variational Autoencoders for Collaborative Filtering Feb 16, 2018 Bayesian Inference Collaborative Filtering
Code Code Available Multi-Pointer Co-Attention Networks for Recommendation Jan 28, 2018 Recommendation Systems Representation Learning
Code Code Available Learning Tree-based Deep Model for Recommender Systems Jan 8, 2018 Recommendation Systems Retrieval
Code Code Available Deep Reinforcement Learning for List-wise Recommendations Dec 30, 2017 Deep Reinforcement Learning Recommendation Systems
Code Code Available RDF2Vec: RDF Graph Embeddings and Their Applications Nov 10, 2017 Entity Embeddings General Knowledge
Code Code Available Neural Collaborative Filtering Aug 16, 2017 Collaborative Filtering Recommendation Systems
Code Code Available Graph Convolutional Matrix Completion Jun 7, 2017 Collaborative Filtering Link Prediction
Code Code Available Geometric Matrix Completion with Recurrent Multi-Graph Neural Networks Apr 22, 2017 Collaborative Filtering Matrix Completion
Code Code Available TransNets: Learning to Transform for Recommendation Apr 7, 2017 Recommendation Systems
Code Code Available DeepFM: A Factorization-Machine based Neural Network for CTR Prediction Mar 13, 2017 Click-Through Rate Prediction Feature Engineering
Code Code Available Predicting Pairwise Relations with Neural Similarity Encoders Feb 6, 2017 Collaborative Filtering Dimensionality Reduction
Code Code Available Joint Deep Modeling of Users and Items Using Reviews for Recommendation Jan 17, 2017 Recommendation Systems
Code Code Available Semi-Supervised Classification with Graph Convolutional Networks Sep 9, 2016 Document Classification Drug Discovery
Code Code Available Temporal Learning and Sequence Modeling for a Job Recommender System Aug 11, 2016 Recommendation Systems
Code Code Available Wide & Deep Learning for Recommender Systems Jun 24, 2016 Click-Through Rate Prediction Deep Learning
Code Code Available DeepSurv: Personalized Treatment Recommender System Using A Cox Proportional Hazards Deep Neural Network Jun 2, 2016 Feature Engineering Predicting Patient Outcomes
Code Code Available From Word Embeddings to Item Recommendation Jan 7, 2016 Recommendation Systems Word Embeddings
Code Code Available Session-based Recommendations with Recurrent Neural Networks Nov 21, 2015 Recommendation Systems Session-Based Recommendations
Code Code Available VBPR: Visual Bayesian Personalized Ranking from Implicit Feedback Oct 6, 2015 Multi-modal Recommendation Recommendation Systems
Code Code Available IP2: Entity-Guided Interest Probing for Personalized News Recommendation Jul 18, 2025 News Recommendation Recommendation Systems
— Unverified A Reproducibility Study of Product-side Fairness in Bundle Recommendation Jul 18, 2025 Fairness Recommendation Systems
Code Code Available SGCL: Unifying Self-Supervised and Supervised Learning for Graph Recommendation Jul 17, 2025 Collaborative Filtering Contrastive Learning
— Unverified Looking for Fairness in Recommender Systems Jul 16, 2025 Fairness Recommendation Systems
— Unverified Similarity-Guided Diffusion for Contrastive Sequential Recommendation Jul 16, 2025 Contrastive Learning Data Augmentation
— Unverified Journalism-Guided Agentic In-Context Learning for News Stance Detection Jul 15, 2025 Articles In-Context Learning
— Unverified LLM-Stackelberg Games: Conjectural Reasoning Equilibria and Their Applications to Spearphishing Jul 12, 2025 Decision Making Misinformation
— Unverified When Graph Contrastive Learning Backfires: Spectral Vulnerability and Defense in Recommendation Jul 10, 2025 Contrastive Learning Recommendation Systems
— Unverified GR-LLMs: Recent Advances in Generative Recommendation Based on Large Language Models Jul 9, 2025 Recommendation Systems Survey
— Unverified A Language-Driven Framework for Improving Personalized Recommendations: Merging LLMs with Traditional Algorithms Jul 9, 2025 Movie Recommendation Recommendation Systems
— Unverified Boosting Parameter Efficiency in LLM-Based Recommendation through Sophisticated Pruning Jul 9, 2025 Recommendation Systems
Code Code Available Graph Learning Jul 8, 2025 Drug Discovery Fairness
— Unverified 