| An Explainable Autoencoder For Collaborative Filtering Recommendation | Dec 23, 2019 | Collaborative FilteringDeep Learning | —Unverified | 0 | 0 |
| Is More Always Better? The Effects of Personal Characteristics and Level of Detail on the Perception of Explanations in a Recommender System | Apr 3, 2023 | Explainable RecommendationRecommendation Systems | —Unverified | 0 | 0 |
| Towards Generating Robust, Fair, and Emotion-Aware Explanations for Recommender Systems | Aug 17, 2022 | Explainable RecommendationExplanation Generation | —Unverified | 0 | 0 |
| Justification vs. Transparency: Why and How Visual Explanations in a Scientific Literature Recommender System | May 26, 2023 | Explainable RecommendationRecommendation Systems | —Unverified | 0 | 0 |
| Comparative Explanations of Recommendations | Nov 1, 2021 | Explainable RecommendationRecommendation Systems | —Unverified | 0 | 0 |
| Knowledge-grounded Natural Language Recommendation Explanation | Aug 30, 2023 | Collaborative FilteringExplainable Recommendation | —Unverified | 0 | 0 |
| LANE: Logic Alignment of Non-tuning Large Language Models and Online Recommendation Systems for Explainable Reason Generation | Jul 3, 2024 | Explainable RecommendationRecommendation Systems | —Unverified | 0 | 0 |
| Visually Explainable Recommendation | Jan 31, 2018 | Explainable RecommendationRecommendation Systems | —Unverified | 0 | 0 |
| CADRL: Category-aware Dual-agent Reinforcement Learning for Explainable Recommendations over Knowledge Graphs | Aug 6, 2024 | Explainable RecommendationGraph Neural Network | —Unverified | 0 | 0 |
| LLM-Guided Multi-View Hypergraph Learning for Human-Centric Explainable Recommendation | Jan 16, 2024 | Explainable RecommendationRecommendation Systems | —Unverified | 0 | 0 |
| MAPLE: Enhancing Review Generation with Multi-Aspect Prompt LEarning in Explainable Recommendation | Aug 19, 2024 | DiversityExplainable Recommendation | —Unverified | 0 | 0 |
| Measuring "Why" in Recommender Systems: a Comprehensive Survey on the Evaluation of Explainable Recommendation | Feb 14, 2022 | Explainable RecommendationPersuasiveness | —Unverified | 0 | 0 |
| Meta Decision Trees for Explainable Recommendation Systems | Dec 19, 2019 | AttributeCollaborative Filtering | —Unverified | 0 | 0 |
| MMALFM: Explainable Recommendation by Leveraging Reviews and Images | Nov 12, 2018 | Explainable Recommendation | —Unverified | 0 | 0 |
| Neural-Symbolic Reasoning over Knowledge Graph for Multi-stage Explainable Recommendation | Jul 26, 2020 | Explainable RecommendationKnowledge Graphs | —Unverified | 0 | 0 |
| Parameterized Explanations for Investor / Company Matching | Oct 27, 2021 | AI AgentDecision Making | —Unverified | 0 | 0 |
| Collaborative Knowledge Fusion: A Novel Approach for Multi-task Recommender Systems via LLMs | Oct 28, 2024 | Collaborative FilteringExplainable Recommendation | —Unverified | 0 | 0 |
| PERS: A Personalized and Explainable POI Recommender System | Dec 20, 2017 | Explainable RecommendationRecommendation Systems | —Unverified | 0 | 0 |
| Coherency Improved Explainable Recommendation via Large Language Model | Feb 21, 2025 | Explainable RecommendationExplanation Generation | —Unverified | 0 | 0 |
| COFFEE: Counterfactual Fairness for Personalized Text Generation in Explainable Recommendation | Oct 14, 2022 | counterfactualCounterfactual Inference | —Unverified | 0 | 0 |
| Attention Is Not the Only Choice: Counterfactual Reasoning for Path-Based Explainable Recommendation | Jan 11, 2024 | counterfactualCounterfactual Reasoning | —Unverified | 0 | 0 |
| Uncertainty-Aware Explainable Recommendation with Large Language Models | Jan 31, 2024 | Explainable RecommendationMulti-Task Learning | —Unverified | 0 | 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 | 0 |
| A Survey on Trustworthy Recommender Systems | Jul 25, 2022 | Decision MakingExplainable Recommendation | —Unverified | 0 | 0 |
| Adherence and Constancy in LIME-RS Explanations for Recommendation | Sep 2, 2021 | Explainable artificial intelligenceExplainable Recommendation | —Unverified | 0 | 0 |
| Reinforcement Learning based Path Exploration for Sequential Explainable Recommendation | Nov 24, 2021 | Explainable RecommendationKnowledge Graphs | —Unverified | 0 | 0 |
| A Survey on Reinforcement Learning for Recommender Systems | Sep 22, 2021 | Explainable RecommendationInteractive Recommendation | —Unverified | 0 | 0 |
| Explainable CTR Prediction via LLM Reasoning | Dec 3, 2024 | Click-Through Rate PredictionDecision Making | —Unverified | 0 | 0 |
| Explainable Entity-based Recommendations with Knowledge Graphs | Jul 12, 2017 | Explainable RecommendationKnowledge Graphs | —Unverified | 0 | 0 |
| Explainable Recommendation: A Survey and New Perspectives | Apr 30, 2018 | Explainable RecommendationPersuasiveness | —Unverified | 0 | 0 |
| Explainable Recommendation Systems by Generalized Additive Models with Manifest and Latent Interactions | Dec 15, 2020 | Additive modelsCollaborative Filtering | —Unverified | 0 | 0 |
| Explainable Recommendation: Theory and Applications | Aug 21, 2017 | Explainable RecommendationRecommendation Systems | —Unverified | 0 | 0 |
| Robust Explainable Recommendation | May 3, 2024 | Explainable RecommendationRecommendation Systems | —Unverified | 0 | 0 |
| Stability of Explainable Recommendation | May 3, 2024 | Explainable ModelsExplainable Recommendation | —Unverified | 0 | 0 |
| You May Like This Hotel Because ...: Identifying Evidence for Explainable Recommendations | Dec 1, 2020 | Explainable RecommendationSentence | —Unverified | 0 | 0 |
| Explainable Recommender Systems via Resolving Learning Representations | Aug 21, 2020 | AttributeExplainable Recommendation | —Unverified | 0 | 0 |
| Enhancing Recommendation Systems with GNNs and Addressing Over-Smoothing | Dec 4, 2024 | Collaborative FilteringExplainable Recommendation | —Unverified | 0 | 0 |
| Factual and Informative Review Generation for Explainable Recommendation | Sep 12, 2022 | Explainable RecommendationReview Generation | —Unverified | 0 | 0 |
| Fairness-Aware Explainable Recommendation over Knowledge Graphs | Jun 3, 2020 | Collaborative FilteringDecision Making | —Unverified | 0 | 0 |
| Enabling Explainable Recommendation in E-commerce with LLM-powered Product Knowledge Graph | Nov 17, 2024 | Explainable RecommendationHallucination | —Unverified | 0 | 0 |
| Faithful Path Language Modeling for Explainable Recommendation over Knowledge Graph | Oct 25, 2023 | Explainable RecommendationKnowledge Graph Embeddings | —Unverified | 0 | 0 |
| A Survey on Knowledge Graph-Based Recommender Systems | Feb 28, 2020 | Explainable RecommendationRecommendation Systems | —Unverified | 0 | 0 |
| Efficient and Scalable Structure Learning for Bayesian Networks: Algorithms and Applications | Dec 7, 2020 | Anomaly DetectionExplainable Recommendation | —Unverified | 0 | 0 |
| From Intrinsic to Counterfactual: On the Explainability of Contextualized Recommender Systems | Oct 28, 2021 | counterfactualExplainable Models | —Unverified | 0 | 0 |