RDF2Vec: RDF Graph Embeddings and Their Applications Nov 10, 2017 Entity Embeddings General Knowledge
Code Code Available Re4: Learning to Re-contrast, Re-attend, Re-construct for Multi-interest Recommendation Aug 17, 2022 Contrastive Learning Recommendation Systems
Code Code Available CausPref: Causal Preference Learning for Out-of-Distribution Recommendation Feb 8, 2022 Recommendation Systems
Code Code Available Challenging the Myth of Graph Collaborative Filtering: a Reasoned and Reproducibility-driven Analysis Aug 1, 2023 Collaborative Filtering Graph Neural Network
Code Code Available CARCA: Context and Attribute-Aware Next-Item Recommendation via Cross-Attention Apr 4, 2022 Attribute Recommendation Systems
Code Code Available A federated graph neural network framework for privacy-preserving personalization Jun 2, 2022 Federated Learning Graph Neural Network
Code Code Available CATA++: A Collaborative Dual Attentive Autoencoder Method for Recommending Scientific Articles Feb 27, 2020 Articles Collaborative Filtering
Code Code Available Bridging the User-side Knowledge Gap in Knowledge-aware Recommendations with Large Language Models Dec 18, 2024 Contrastive Learning Knowledge Graphs
Code Code Available TransGNN: Harnessing the Collaborative Power of Transformers and Graph Neural Networks for Recommender Systems Aug 28, 2023 Collaborative Filtering Graph Classification
Code Code Available CAPRI: Context-Aware Interpretable Point-of-Interest Recommendation Framework Jun 20, 2023 Diversity Fairness
Code Code Available CATN: Cross-Domain Recommendation for Cold-Start Users via Aspect Transfer Network May 21, 2020 Recommendation Systems
Code Code Available RecKG: Knowledge Graph for Recommender Systems Jan 7, 2025 Attribute Data Integration
Code Code Available Can Large Language Models Analyze Graphs like Professionals? A Benchmark, Datasets and Models Sep 29, 2024 Recommendation Systems
Code Code Available Auto-Surprise: An Automated Recommender-System (AutoRecSys) Library with Tree of Parzens Estimator (TPE) Optimization Aug 19, 2020 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 Can LLM-Driven Hard Negative Sampling Empower Collaborative Filtering? Findings and Potentials Apr 7, 2025 Collaborative Filtering Profile Generation
Code Code Available RECE: Reduced Cross-Entropy Loss for Large-Catalogue Sequential Recommenders Aug 5, 2024 GPU Recommendation Systems
Code Code Available RecRanker: Instruction Tuning Large Language Model as Ranker for Top-k Recommendation Dec 26, 2023 In-Context Learning Language Modeling
Code Code Available Broad Recommender System: An Efficient Nonlinear Collaborative Filtering Approach Apr 20, 2022 Collaborative Filtering Recommendation Systems
Code Code Available Reformulating CTR Prediction: Learning Invariant Feature Interactions for Recommendation Apr 26, 2023 Click-Through Rate Prediction Disentanglement
Code Code Available A Story of Two Streams: Reinforcement Learning Models from Human Behavior and Neuropsychiatry Jun 21, 2019 Decision Making Lifelong learning
Code Code Available Reinforcement Recommendation Reasoning through Knowledge Graphs for Explanation Path Quality Sep 11, 2022 Diversity Explainable Recommendation
Code Code Available Can GNN be Good Adapter for LLMs? Feb 20, 2024 Graph Neural Network Node Classification
Code Code Available Rethinking Conversational Recommendations: Is Decision Tree All You Need? Aug 31, 2022 All Deep Reinforcement Learning
Code Code Available Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models May 22, 2023 Conversational Recommendation Explanation Generation
Code Code Available Retrieval Augmented Generation with Collaborative Filtering for Personalized Text Generation Apr 8, 2025 Collaborative Filtering Contrastive Learning
Code Code Available Revisiting Adversarially Learned Injection Attacks Against Recommender Systems Aug 11, 2020 Recommendation Systems
Code Code Available Can LLMs Convert Graphs to Text-Attributed Graphs? Dec 13, 2024 Drug Discovery Recommendation Systems
Code Code Available Revisiting Graph based Collaborative Filtering: A Linear Residual Graph Convolutional Network Approach Jan 28, 2020 Collaborative Filtering Recommendation Systems
Code Code Available Causal Incremental Graph Convolution for Recommender System Retraining Aug 16, 2021 Causal Inference Recommendation Systems
Code Code Available Choices, Risks, and Reward Reports: Charting Public Policy for Reinforcement Learning Systems Feb 11, 2022 Recommendation Systems reinforcement-learning
Code Code Available Controllable Multi-Objective Re-ranking with Policy Hypernetworks Jun 8, 2023 Recommendation Systems Re-Ranking
Code Code Available Scalable and Explainable 1-Bit Matrix Completion via Graph Signal Learning May 18, 2021 Collaborative Ranking Matrix Completion
Code Code Available Scalable Approximate NonSymmetric Autoencoder for Collaborative Filtering Sep 14, 2023 Collaborative Filtering Recommendation Systems
Code Code Available Lightweight representation learning for efficient and scalable recommendation Jan 4, 2021 Decoder Recommendation Systems
Code Code Available Disentangled Multimodal Representation Learning for Recommendation Mar 10, 2022 Recommendation Systems Representation Learning
Code Code Available Scaling Session-Based Transformer Recommendations using Optimized Negative Sampling and Loss Functions Jul 27, 2023 Product Recommendation Recommendation Systems
Code Code Available GLocal-K: Global and Local Kernels for Recommender Systems Aug 27, 2021 Collaborative Filtering Matrix Completion
Code Code Available A novel recommendation system to match college events and groups to students Sep 26, 2017 Recommendation Systems
— Unverified A Novel Privacy-Preserved Recommender System Framework based on Federated Learning Nov 11, 2020 Federated Learning Recommendation Systems
— Unverified A Fast Matrix-Completion-Based Approach for Recommendation Systems Dec 2, 2019 Matrix Completion Recommendation Systems
— Unverified A novel method for recommendation systems using invasive weed optimization Jun 5, 2021 Collaborative Filtering Recommendation Systems
— Unverified A Novel Mamba-based Sequential Recommendation Method Apr 10, 2025 Mamba Recommendation Systems
— Unverified A Fairness-aware Hybrid Recommender System Sep 13, 2018 Fairness Movie Recommendation
— Unverified A Novel Kalman Filter Based Shilling Attack Detection Algorithm Aug 18, 2019 Collaborative Filtering Recommendation Systems
— Unverified A Novel Hybrid Sequential Model for Review-based Rating Prediction Apr 14, 2019 Multi-Domain Recommender Systems Recommendation Systems
— Unverified α-Fair Contextual Bandits Oct 22, 2023 Multi-Armed Bandits Recommendation Systems
— Unverified A novel graph-based model for hybrid recommendations in cold-start scenarios Aug 31, 2018 BIG-bench Machine Learning Collaborative Filtering
— Unverified A Novel Generative Model with Causality Constraint for Mitigating Biases in Recommender Systems May 22, 2025 counterfactual Recommendation Systems
— Unverified AestheticNet: Reducing bias in facial data sets under ethical considerations Sep 29, 2021 Facial Beauty Prediction Fairness
— Unverified 