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| Uncovering ChatGPT's Capabilities in Recommender Systems | May 3, 2023 | Explainable RecommendationInformation Retrieval | CodeCode Available | 1 |
| EXTRA: Explanation Ranking Datasets for Explainable Recommendation | Feb 20, 2021 | Explainable ModelsExplainable Recommendation | CodeCode Available | 1 |
| CAFE: Coarse-to-Fine Neural Symbolic Reasoning for Explainable Recommendation | Oct 29, 2020 | Explainable RecommendationKnowledge Graphs | CodeCode Available | 1 |
| Reinforced Path Reasoning for Counterfactual Explainable Recommendation | Jul 14, 2022 | Attributecounterfactual | CodeCode Available | 1 |
| Post Processing Recommender Systems with Knowledge Graphs for Recency, Popularity, and Diversity of Explanations | Apr 24, 2022 | DiversityExplainable Models | CodeCode Available | 1 |
| Counterfactual Explainable Recommendation | Aug 24, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| Faithfully Explainable Recommendation via Neural Logic Reasoning | Apr 16, 2021 | Decision MakingExplainable Recommendation | CodeCode Available | 1 |
| Personalized Transformer for Explainable Recommendation | May 25, 2021 | Explainable RecommendationLanguage Modeling | CodeCode Available | 1 |
| Reinforcement Recommendation Reasoning through Knowledge Graphs for Explanation Path Quality | Sep 11, 2022 | DiversityExplainable Recommendation | CodeCode Available | 1 |
| Personalized Prompt Learning for Explainable Recommendation | Feb 15, 2022 | Explainable RecommendationPrompt Learning | CodeCode Available | 1 |
| Finetuning Large Language Model for Personalized Ranking | May 25, 2024 | Explainable RecommendationLanguage Modeling | CodeCode Available | 1 |
| KGAT: Knowledge Graph Attention Network for Recommendation | May 20, 2019 | Explainable RecommendationGraph Neural Network | CodeCode Available | 1 |
| Towards Explainable Conversational Recommender Systems | May 27, 2023 | Explainable RecommendationExplanation Generation | CodeCode Available | 1 |
| GaVaMoE: Gaussian-Variational Gated Mixture of Experts for Explainable Recommendation | Oct 15, 2024 | Explainable RecommendationLanguage Modelling | CodeCode Available | 1 |
| Time-aware Path Reasoning on Knowledge Graph for Recommendation | Aug 5, 2021 | Explainable RecommendationRelation Extraction | CodeCode Available | 1 |
| Path-Based Reasoning over Heterogeneous Networks for Recommendation via Bidirectional Modeling | Aug 10, 2020 | Explainable RecommendationRecommendation Systems | CodeCode Available | 1 |
| Explainable Recommendation: A Survey and New Perspectives | Apr 30, 2018 | Explainable RecommendationPersuasiveness | —Unverified | 0 |
| Explainable Recommendation Systems by Generalized Additive Models with Manifest and Latent Interactions | Dec 15, 2020 | Additive modelsCollaborative Filtering | —Unverified | 0 |
| Explainable Recommendation: Theory and Applications | Aug 21, 2017 | Explainable RecommendationRecommendation Systems | —Unverified | 0 |
| Explainable Recommender Systems via Resolving Learning Representations | Aug 21, 2020 | AttributeExplainable Recommendation | —Unverified | 0 |
| Factual and Informative Review Generation for Explainable Recommendation | Sep 12, 2022 | Explainable RecommendationReview Generation | —Unverified | 0 |
| Fairness-Aware Explainable Recommendation over Knowledge Graphs | Jun 3, 2020 | Collaborative FilteringDecision Making | —Unverified | 0 |
| Faithful Path Language Modeling for Explainable Recommendation over Knowledge Graph | Oct 25, 2023 | Explainable RecommendationKnowledge Graph Embeddings | —Unverified | 0 |
| From Intrinsic to Counterfactual: On the Explainability of Contextualized Recommender Systems | Oct 28, 2021 | counterfactualExplainable Models | —Unverified | 0 |
| Generate Natural Language Explanations for Recommendation | Jan 9, 2021 | DenoisingExplainable Recommendation | —Unverified | 0 |
| HealthGenie: Empowering Users with Healthy Dietary Guidance through Knowledge Graph and Large Language Models | Apr 20, 2025 | Conversational RecommendationExplainable Recommendation | —Unverified | 0 |
| Heterogeneous Graph Learning for Explainable Recommendation over Academic Networks | Feb 16, 2022 | Explainable RecommendationGraph Attention | —Unverified | 0 |
| HF4Rec: Human-Like Feedback-Driven Optimization Framework for Explainable Recommendation | Apr 19, 2025 | Explainable RecommendationLogical Reasoning | —Unverified | 0 |
| Hierarchical Aspect-guided Explanation Generation for Explainable Recommendation | Oct 20, 2021 | DecoderExplainable Recommendation | —Unverified | 0 |
| Improving Personalized Explanation Generation through Visualization | May 1, 2022 | DiversityExplainable Recommendation | —Unverified | 0 |
| Interactive Explanation with Varying Level of Details in an Explainable Scientific Literature Recommender System | Jun 9, 2023 | Explainable RecommendationRecommendation Systems | —Unverified | 0 |
| Interest Networks (iNETs) for Cities: Cross-Platform Insights and Urban Behavior Explanations | Jul 7, 2025 | Explainable RecommendationRecommendation Systems | —Unverified | 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 |
| Justification vs. Transparency: Why and How Visual Explanations in a Scientific Literature Recommender System | May 26, 2023 | Explainable RecommendationRecommendation Systems | —Unverified | 0 |
| Knowledge-grounded Natural Language Recommendation Explanation | Aug 30, 2023 | Collaborative FilteringExplainable Recommendation | —Unverified | 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 |
| Explainable Entity-based Recommendations with Knowledge Graphs | Jul 12, 2017 | Explainable RecommendationKnowledge Graphs | —Unverified | 0 |
| CADRL: Category-aware Dual-agent Reinforcement Learning for Explainable Recommendations over Knowledge Graphs | Aug 6, 2024 | Explainable RecommendationGraph Neural Network | —Unverified | 0 |
| Adherence and Constancy in LIME-RS Explanations for Recommendation | Sep 2, 2021 | Explainable artificial intelligenceExplainable Recommendation | —Unverified | 0 |
| An Explainable Autoencoder For Collaborative Filtering Recommendation | Dec 23, 2019 | Collaborative FilteringDeep Learning | —Unverified | 0 |
| AOTree: Aspect Order Tree-based Model for Explainable Recommendation | Jul 29, 2024 | Decision MakingExplainable Recommendation | —Unverified | 0 |
| A Survey on Knowledge Graph-Based Recommender Systems | Feb 28, 2020 | Explainable RecommendationRecommendation Systems | —Unverified | 0 |
| A Survey on Reinforcement Learning for Recommender Systems | Sep 22, 2021 | Explainable RecommendationInteractive Recommendation | —Unverified | 0 |
| A Survey on Trustworthy Recommender Systems | Jul 25, 2022 | Decision MakingExplainable Recommendation | —Unverified | 0 |
| Attention Is Not the Only Choice: Counterfactual Reasoning for Path-Based Explainable Recommendation | Jan 11, 2024 | counterfactualCounterfactual Reasoning | —Unverified | 0 |
| COFFEE: Counterfactual Fairness for Personalized Text Generation in Explainable Recommendation | Oct 14, 2022 | counterfactualCounterfactual Inference | —Unverified | 0 |
| Coherency Improved Explainable Recommendation via Large Language Model | Feb 21, 2025 | Explainable RecommendationExplanation Generation | —Unverified | 0 |