| Collaborative Knowledge Fusion: A Novel Approach for Multi-task Recommender Systems via LLMs | Oct 28, 2024 | Collaborative FilteringExplainable Recommendation | —Unverified | 0 |
| Comparative Explanations of Recommendations | Nov 1, 2021 | Explainable RecommendationRecommendation Systems | —Unverified | 0 |
| Diffusion-EXR: Controllable Review Generation for Explainable Recommendation via Diffusion Models | Dec 24, 2023 | Audio GenerationDenoising | —Unverified | 0 |
| Disentangling Likes and Dislikes in Personalized Generative Explainable Recommendation | Oct 17, 2024 | Explainable RecommendationText Generation | —Unverified | 0 |
| Efficient and Scalable Structure Learning for Bayesian Networks: Algorithms and Applications | Dec 7, 2020 | Anomaly DetectionExplainable Recommendation | —Unverified | 0 |
| Enabling Explainable Recommendation in E-commerce with LLM-powered Product Knowledge Graph | Nov 17, 2024 | Explainable RecommendationHallucination | —Unverified | 0 |
| Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing | Dec 4, 2024 | Collaborative FilteringExplainable Recommendation | —Unverified | 0 |
| Explainable CTR Prediction via LLM Reasoning | Dec 3, 2024 | Click-Through Rate PredictionDecision Making | —Unverified | 0 |
| LLM-Guided Multi-View Hypergraph Learning for Human-Centric Explainable Recommendation | Jan 16, 2024 | Explainable RecommendationRecommendation Systems | —Unverified | 0 |
| MAPLE: Enhancing Review Generation with Multi-Aspect Prompt LEarning in Explainable Recommendation | Aug 19, 2024 | DiversityExplainable Recommendation | —Unverified | 0 |
| Measuring "Why" in Recommender Systems: a Comprehensive Survey on the Evaluation of Explainable Recommendation | Feb 14, 2022 | Explainable RecommendationPersuasiveness | —Unverified | 0 |
| Meta Decision Trees for Explainable Recommendation Systems | Dec 19, 2019 | AttributeCollaborative Filtering | —Unverified | 0 |
| MMALFM: Explainable Recommendation by Leveraging Reviews and Images | Nov 12, 2018 | Explainable Recommendation | —Unverified | 0 |
| Neural-Symbolic Reasoning over Knowledge Graph for Multi-stage Explainable Recommendation | Jul 26, 2020 | Explainable RecommendationKnowledge Graphs | —Unverified | 0 |
| Parameterized Explanations for Investor / Company Matching | Oct 27, 2021 | AI AgentDecision Making | —Unverified | 0 |
| PERS: A Personalized and Explainable POI Recommender System | Dec 20, 2017 | Explainable RecommendationRecommendation Systems | —Unverified | 0 |
| REASONER: An Explainable Recommendation Dataset with Multi-aspect Real User Labeled Ground Truths Towards more Measurable Explainable Recommendation | Mar 1, 2023 | Explainable RecommendationInformativeness | —Unverified | 0 |
| Reinforcement Learning based Path Exploration for Sequential Explainable Recommendation | Nov 24, 2021 | Explainable RecommendationKnowledge Graphs | —Unverified | 0 |
| Robust Explainable Recommendation | May 3, 2024 | Explainable RecommendationRecommendation Systems | —Unverified | 0 |
| Stability of Explainable Recommendation | May 3, 2024 | Explainable ModelsExplainable Recommendation | —Unverified | 0 |
| Towards Generating Robust, Fair, and Emotion-Aware Explanations for Recommender Systems | Aug 17, 2022 | Explainable RecommendationExplanation Generation | —Unverified | 0 |
| Uncertainty-Aware Explainable Recommendation with Large Language Models | Jan 31, 2024 | Explainable RecommendationMulti-Task Learning | —Unverified | 0 |
| Visualization for Recommendation Explainability: A Survey and New Perspectives | May 19, 2023 | Explainable RecommendationRecommendation Systems | —Unverified | 0 |
| Visually Explainable Recommendation | Jan 31, 2018 | Explainable RecommendationRecommendation Systems | —Unverified | 0 |
| You May Like This Hotel Because ...: Identifying Evidence for Explainable Recommendations | Dec 1, 2020 | Explainable RecommendationSentence | —Unverified | 0 |
| UCEpic: Unifying Aspect Planning and Lexical Constraints for Generating Explanations in Recommendation | Sep 28, 2022 | DiversityExplainable Recommendation | CodeCode Available | 0 |
| Finding Paths for Explainable MOOC Recommendation: A Learner Perspective | Dec 11, 2023 | Explainable RecommendationKnowledge Graphs | CodeCode Available | 0 |
| Learning to Rank Rationales for Explainable Recommendation | Jun 10, 2022 | Explainable RecommendationLearning-To-Rank | CodeCode Available | 0 |
| Counterfactual Multi-player Bandits for Explainable Recommendation Diversification | May 27, 2025 | counterfactualDiversity | CodeCode Available | 0 |
| Learning Heterogeneous Knowledge Base Embeddings for Explainable Recommendation | May 9, 2018 | Collaborative FilteringExplainable Recommendation | CodeCode Available | 0 |
| Sustainable transparency in Recommender Systems: Bayesian Ranking of Images for Explainability | Jul 27, 2023 | Explainable RecommendationExplanation Generation | CodeCode Available | 0 |
| Explainable Recommendation with Comparative Constraints on Product Aspects | Mar 8, 2021 | Explainable Recommendation | CodeCode Available | 0 |
| Explainable Recommendation via Multi-Task Learning in Opinionated Text Data | Jun 10, 2018 | Explainable RecommendationMulti-Task Learning | CodeCode Available | 0 |
| Topic-Centric Explanations for News Recommendation | Jun 13, 2023 | ArticlesExplainable Recommendation | CodeCode Available | 0 |
| Explainable Recommendation via Interpretable Feature Mapping and Evaluation of Explainability | Jul 12, 2020 | Collaborative FilteringExplainable Recommendation | CodeCode Available | 0 |
| Learning to Rank Aspects and Opinions for Comparative Explanations | Jan 16, 2025 | Explainable RecommendationLearning-To-Rank | CodeCode Available | 0 |
| Unlocking the Potential of Large Language Models for Explainable Recommendations | Dec 25, 2023 | Decision MakingExplainable Recommendation | CodeCode Available | 0 |
| Jointly Learning Explainable Rules for Recommendation with Knowledge Graph | Mar 9, 2019 | Explainable RecommendationKnowledge Graphs | CodeCode Available | 0 |
| Interpret the Internal States of Recommendation Model with Sparse Autoencoder | Nov 9, 2024 | Explainable RecommendationFairness | CodeCode Available | 0 |
| Hypergraphs with Attention on Reviews for Explainable Recommendation | Mar 20, 2024 | Explainable RecommendationRecommendation Systems | CodeCode Available | 0 |
| Question-Attentive Review-Level Recommendation Explanation | Dec 17, 2022 | Explainable RecommendationForm | CodeCode Available | 0 |
| Tower Bridge Net (TB-Net): Bidirectional Knowledge Graph Aware Embedding Propagation for Explainable Recommender Systems | Aug 2, 2022 | Explainable RecommendationRecommendation Systems | CodeCode Available | 0 |
| Hybrid Deep Embedding for Recommendations with Dynamic Aspect-Level Explanations | Jan 18, 2020 | Explainable Recommendation | CodeCode Available | 0 |
| Reinforcement Knowledge Graph Reasoning for Explainable Recommendation | Jun 12, 2019 | Causal InferenceDecision Making | CodeCode Available | 0 |