| XRec: Large Language Models for Explainable Recommendation | Jun 4, 2024 | Collaborative FilteringDecision Making | CodeCode Available | 2 |
| 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 |
| Synthesizing Aspect-Driven Recommendation Explanations from Reviews | Jul 11, 2020 | Explainable RecommendationText Generation | CodeCode Available | 1 |
| Towards Explainable Conversational Recommender Systems | May 27, 2023 | Explainable RecommendationExplanation Generation | 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 |
| Path-Based Reasoning over Heterogeneous Networks for Recommendation via Bidirectional Modeling | Aug 10, 2020 | Explainable RecommendationRecommendation Systems | CodeCode Available | 1 |
| KGAT: Knowledge Graph Attention Network for Recommendation | May 20, 2019 | Explainable RecommendationGraph Neural Network | 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 |
| Time-aware Path Reasoning on Knowledge Graph for Recommendation | Aug 5, 2021 | Explainable RecommendationRelation Extraction | CodeCode Available | 1 |
| Uncovering ChatGPT's Capabilities in Recommender Systems | May 3, 2023 | Explainable RecommendationInformation Retrieval | CodeCode Available | 1 |
| Reinforced Path Reasoning for Counterfactual Explainable Recommendation | Jul 14, 2022 | Attributecounterfactual | CodeCode Available | 1 |
| Counterfactual Explainable Recommendation | Aug 24, 2021 | Causal Inferencecounterfactual | CodeCode Available | 1 |
| EXTRA: Explanation Ranking Datasets for Explainable Recommendation | Feb 20, 2021 | Explainable ModelsExplainable Recommendation | CodeCode Available | 1 |
| Faithfully Explainable Recommendation via Neural Logic Reasoning | Apr 16, 2021 | Decision MakingExplainable Recommendation | CodeCode Available | 1 |
| GaVaMoE: Gaussian-Variational Gated Mixture of Experts for Explainable Recommendation | Oct 15, 2024 | Explainable RecommendationLanguage Modelling | CodeCode Available | 1 |
| G-Refer: Graph Retrieval-Augmented Large Language Model for Explainable Recommendation | Feb 18, 2025 | Collaborative FilteringExplainable Recommendation | CodeCode Available | 1 |
| CAFE: Coarse-to-Fine Neural Symbolic Reasoning for Explainable Recommendation | Oct 29, 2020 | Explainable RecommendationKnowledge Graphs | CodeCode Available | 1 |
| Comparative Explanations of Recommendations | Nov 1, 2021 | Explainable RecommendationRecommendation Systems | —Unverified | 0 |
| A Survey on Reinforcement Learning for Recommender Systems | Sep 22, 2021 | Explainable RecommendationInteractive Recommendation | —Unverified | 0 |
| Collaborative Knowledge Fusion: A Novel Approach for Multi-task Recommender Systems via LLMs | Oct 28, 2024 | Collaborative FilteringExplainable Recommendation | —Unverified | 0 |
| Explainable Recommendation Systems by Generalized Additive Models with Manifest and Latent Interactions | Dec 15, 2020 | Additive modelsCollaborative Filtering | —Unverified | 0 |
| Explainable Recommendation: A Survey and New Perspectives | Apr 30, 2018 | Explainable RecommendationPersuasiveness | —Unverified | 0 |
| Coherency Improved Explainable Recommendation via Large Language Model | Feb 21, 2025 | Explainable RecommendationExplanation Generation | —Unverified | 0 |
