| XRec: Large Language Models for Explainable Recommendation | Jun 4, 2024 | Collaborative FilteringDecision Making | CodeCode Available | 2 | 5 |
| EXTRA: Explanation Ranking Datasets for Explainable Recommendation | Feb 20, 2021 | Explainable ModelsExplainable Recommendation | CodeCode Available | 1 | 5 |
| Uncovering ChatGPT's Capabilities in Recommender Systems | May 3, 2023 | Explainable RecommendationInformation Retrieval | CodeCode Available | 1 | 5 |
| Towards Explainable Conversational Recommender Systems | May 27, 2023 | Explainable RecommendationExplanation Generation | CodeCode Available | 1 | 5 |
| Time-aware Path Reasoning on Knowledge Graph for Recommendation | Aug 5, 2021 | Explainable RecommendationRelation Extraction | CodeCode Available | 1 | 5 |
| Synthesizing Aspect-Driven Recommendation Explanations from Reviews | Jul 11, 2020 | Explainable RecommendationText Generation | CodeCode Available | 1 | 5 |
| Reinforcement Recommendation Reasoning through Knowledge Graphs for Explanation Path Quality | Sep 11, 2022 | DiversityExplainable Recommendation | CodeCode Available | 1 | 5 |
| Reinforced Path Reasoning for Counterfactual Explainable Recommendation | Jul 14, 2022 | Attributecounterfactual | CodeCode Available | 1 | 5 |
| Post Processing Recommender Systems with Knowledge Graphs for Recency, Popularity, and Diversity of Explanations | Apr 24, 2022 | DiversityExplainable Models | CodeCode Available | 1 | 5 |
| CAFE: Coarse-to-Fine Neural Symbolic Reasoning for Explainable Recommendation | Oct 29, 2020 | Explainable RecommendationKnowledge Graphs | CodeCode Available | 1 | 5 |
| Personalized Transformer for Explainable Recommendation | May 25, 2021 | Explainable RecommendationLanguage Modeling | CodeCode Available | 1 | 5 |
| Personalized Prompt Learning for Explainable Recommendation | Feb 15, 2022 | Explainable RecommendationPrompt Learning | CodeCode Available | 1 | 5 |
| Path-Based Reasoning over Heterogeneous Networks for Recommendation via Bidirectional Modeling | Aug 10, 2020 | Explainable RecommendationRecommendation Systems | CodeCode Available | 1 | 5 |
| KGAT: Knowledge Graph Attention Network for Recommendation | May 20, 2019 | Explainable RecommendationGraph Neural Network | CodeCode Available | 1 | 5 |
| Counterfactual Explainable Recommendation | Aug 24, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 | 5 |
| G-Refer: Graph Retrieval-Augmented Large Language Model for Explainable Recommendation | Feb 18, 2025 | Collaborative FilteringExplainable Recommendation | CodeCode Available | 1 | 5 |
| GaVaMoE: Gaussian-Variational Gated Mixture of Experts for Explainable Recommendation | Oct 15, 2024 | Explainable RecommendationLanguage Modelling | CodeCode Available | 1 | 5 |
| Faithfully Explainable Recommendation via Neural Logic Reasoning | Apr 16, 2021 | Decision MakingExplainable Recommendation | CodeCode Available | 1 | 5 |
| Finetuning Large Language Model for Personalized Ranking | May 25, 2024 | Explainable RecommendationLanguage Modeling | CodeCode Available | 1 | 5 |
| Question-Attentive Review-Level Recommendation Explanation | Dec 17, 2022 | Explainable RecommendationForm | CodeCode Available | 0 | 5 |
| Counterfactual Multi-player Bandits for Explainable Recommendation Diversification | May 27, 2025 | counterfactualDiversity | CodeCode Available | 0 | 5 |
| Explainable Recommendation via Interpretable Feature Mapping and Evaluation of Explainability | Jul 12, 2020 | Collaborative FilteringExplainable Recommendation | CodeCode Available | 0 | 5 |
| Explainable Recommendation via Multi-Task Learning in Opinionated Text Data | Jun 10, 2018 | Explainable RecommendationMulti-Task Learning | CodeCode Available | 0 | 5 |
| Explainable Recommendation with Comparative Constraints on Product Aspects | Mar 8, 2021 | Explainable Recommendation | CodeCode Available | 0 | 5 |
| Finding Paths for Explainable MOOC Recommendation: A Learner Perspective | Dec 11, 2023 | Explainable RecommendationKnowledge Graphs | CodeCode Available | 0 | 5 |
| Hybrid Deep Embedding for Recommendations with Dynamic Aspect-Level Explanations | Jan 18, 2020 | Explainable Recommendation | CodeCode Available | 0 | 5 |
| Hypergraphs with Attention on Reviews for Explainable Recommendation | Mar 20, 2024 | Explainable RecommendationRecommendation Systems | CodeCode Available | 0 | 5 |
| Interpret the Internal States of Recommendation Model with Sparse Autoencoder | Nov 9, 2024 | Explainable RecommendationFairness | CodeCode Available | 0 | 5 |
| Jointly Learning Explainable Rules for Recommendation with Knowledge Graph | Mar 9, 2019 | Explainable RecommendationKnowledge Graphs | CodeCode Available | 0 | 5 |
| Learning to Rank Aspects and Opinions for Comparative Explanations | Jan 16, 2025 | Explainable RecommendationLearning-To-Rank | CodeCode Available | 0 | 5 |
| Learning to Rank Rationales for Explainable Recommendation | Jun 10, 2022 | Explainable RecommendationLearning-To-Rank | CodeCode Available | 0 | 5 |
| Learning Heterogeneous Knowledge Base Embeddings for Explainable Recommendation | May 9, 2018 | Collaborative FilteringExplainable Recommendation | CodeCode Available | 0 | 5 |
| Reinforcement Knowledge Graph Reasoning for Explainable Recommendation | Jun 12, 2019 | Causal InferenceDecision Making | CodeCode Available | 0 | 5 |
| Sustainable transparency in Recommender Systems: Bayesian Ranking of Images for Explainability | Jul 27, 2023 | Explainable RecommendationExplanation Generation | CodeCode Available | 0 | 5 |
| Topic-Centric Explanations for News Recommendation | Jun 13, 2023 | ArticlesExplainable Recommendation | CodeCode Available | 0 | 5 |
| Tower Bridge Net (TB-Net): Bidirectional Knowledge Graph Aware Embedding Propagation for Explainable Recommender Systems | Aug 2, 2022 | Explainable RecommendationRecommendation Systems | CodeCode Available | 0 | 5 |
| UCEpic: Unifying Aspect Planning and Lexical Constraints for Generating Explanations in Recommendation | Sep 28, 2022 | DiversityExplainable Recommendation | CodeCode Available | 0 | 5 |
| Unlocking the Potential of Large Language Models for Explainable Recommendations | Dec 25, 2023 | Decision MakingExplainable Recommendation | CodeCode Available | 0 | 5 |
| Disentangling Likes and Dislikes in Personalized Generative Explainable Recommendation | Oct 17, 2024 | Explainable RecommendationText Generation | —Unverified | 0 | 0 |
| Generate Natural Language Explanations for Recommendation | Jan 9, 2021 | DenoisingExplainable Recommendation | —Unverified | 0 | 0 |
| Diffusion-EXR: Controllable Review Generation for Explainable Recommendation via Diffusion Models | Dec 24, 2023 | Audio GenerationDenoising | —Unverified | 0 | 0 |
| HealthGenie: Empowering Users with Healthy Dietary Guidance through Knowledge Graph and Large Language Models | Apr 20, 2025 | Conversational RecommendationExplainable Recommendation | —Unverified | 0 | 0 |
| Heterogeneous Graph Learning for Explainable Recommendation over Academic Networks | Feb 16, 2022 | Explainable RecommendationGraph Attention | —Unverified | 0 | 0 |
| HF4Rec: Human-Like Feedback-Driven Optimization Framework for Explainable Recommendation | Apr 19, 2025 | Explainable RecommendationLogical Reasoning | —Unverified | 0 | 0 |
| Hierarchical Aspect-guided Explanation Generation for Explainable Recommendation | Oct 20, 2021 | DecoderExplainable Recommendation | —Unverified | 0 | 0 |
| AOTree: Aspect Order Tree-based Model for Explainable Recommendation | Jul 29, 2024 | Decision MakingExplainable Recommendation | —Unverified | 0 | 0 |
| Visualization for Recommendation Explainability: A Survey and New Perspectives | May 19, 2023 | Explainable RecommendationRecommendation Systems | —Unverified | 0 | 0 |
| Improving Personalized Explanation Generation through Visualization | May 1, 2022 | DiversityExplainable Recommendation | —Unverified | 0 | 0 |
| Interactive Explanation with Varying Level of Details in an Explainable Scientific Literature Recommender System | Jun 9, 2023 | Explainable RecommendationRecommendation Systems | —Unverified | 0 | 0 |
| Interest Networks (iNETs) for Cities: Cross-Platform Insights and Urban Behavior Explanations | Jul 7, 2025 | Explainable RecommendationRecommendation Systems | —Unverified | 0 | 0 |
