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Explainable Recommendation

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TitleStatusHype
XRec: Large Language Models for Explainable RecommendationCode2
G-Refer: Graph Retrieval-Augmented Large Language Model for Explainable RecommendationCode1
Synthesizing Aspect-Driven Recommendation Explanations from ReviewsCode1
Uncovering ChatGPT's Capabilities in Recommender SystemsCode1
EXTRA: Explanation Ranking Datasets for Explainable RecommendationCode1
CAFE: Coarse-to-Fine Neural Symbolic Reasoning for Explainable RecommendationCode1
Reinforced Path Reasoning for Counterfactual Explainable RecommendationCode1
Post Processing Recommender Systems with Knowledge Graphs for Recency, Popularity, and Diversity of ExplanationsCode1
Counterfactual Explainable RecommendationCode1
Faithfully Explainable Recommendation via Neural Logic ReasoningCode1
Personalized Transformer for Explainable RecommendationCode1
Reinforcement Recommendation Reasoning through Knowledge Graphs for Explanation Path QualityCode1
Personalized Prompt Learning for Explainable RecommendationCode1
Finetuning Large Language Model for Personalized RankingCode1
KGAT: Knowledge Graph Attention Network for RecommendationCode1
Towards Explainable Conversational Recommender SystemsCode1
GaVaMoE: Gaussian-Variational Gated Mixture of Experts for Explainable RecommendationCode1
Time-aware Path Reasoning on Knowledge Graph for RecommendationCode1
Path-Based Reasoning over Heterogeneous Networks for Recommendation via Bidirectional ModelingCode1
Explainable Recommendation: A Survey and New Perspectives—0
Explainable Recommendation Systems by Generalized Additive Models with Manifest and Latent Interactions—0
Explainable Recommendation: Theory and Applications—0
Explainable Recommender Systems via Resolving Learning Representations—0
Factual and Informative Review Generation for Explainable Recommendation—0
Fairness-Aware Explainable Recommendation over Knowledge Graphs—0
Faithful Path Language Modeling for Explainable Recommendation over Knowledge Graph—0
From Intrinsic to Counterfactual: On the Explainability of Contextualized Recommender Systems—0
Generate Natural Language Explanations for Recommendation—0
HealthGenie: Empowering Users with Healthy Dietary Guidance through Knowledge Graph and Large Language Models—0
Heterogeneous Graph Learning for Explainable Recommendation over Academic Networks—0
HF4Rec: Human-Like Feedback-Driven Optimization Framework for Explainable Recommendation—0
Hierarchical Aspect-guided Explanation Generation for Explainable Recommendation—0
Improving Personalized Explanation Generation through Visualization—0
Interactive Explanation with Varying Level of Details in an Explainable Scientific Literature Recommender System—0
Interest Networks (iNETs) for Cities: Cross-Platform Insights and Urban Behavior Explanations—0
Is More Always Better? The Effects of Personal Characteristics and Level of Detail on the Perception of Explanations in a Recommender System—0
Justification vs. Transparency: Why and How Visual Explanations in a Scientific Literature Recommender System—0
Knowledge-grounded Natural Language Recommendation Explanation—0
LANE: Logic Alignment of Non-tuning Large Language Models and Online Recommendation Systems for Explainable Reason Generation—0
Explainable Entity-based Recommendations with Knowledge Graphs—0
CADRL: Category-aware Dual-agent Reinforcement Learning for Explainable Recommendations over Knowledge Graphs—0
Adherence and Constancy in LIME-RS Explanations for Recommendation—0
An Explainable Autoencoder For Collaborative Filtering Recommendation—0
AOTree: Aspect Order Tree-based Model for Explainable Recommendation—0
A Survey on Knowledge Graph-Based Recommender Systems—0
A Survey on Reinforcement Learning for Recommender Systems—0
A Survey on Trustworthy Recommender Systems—0
Attention Is Not the Only Choice: Counterfactual Reasoning for Path-Based Explainable Recommendation—0
COFFEE: Counterfactual Fairness for Personalized Text Generation in Explainable Recommendation—0
Coherency Improved Explainable Recommendation via Large Language Model—0
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