{"total":59,"rows":[{"id":"2203.13366","title":"Recommendation as Language Processing (RLP): A Unified Pretrain, Personalized Prompt & Predict Paradigm (P5)","created":"2022-03-24","cited_by_count":402,"area":null},{"id":"2303.14524","title":"Chat-REC: Towards Interactive and Explainable LLMs-Augmented Recommender System","created":"2023-03-25","cited_by_count":242,"area":null},{"id":"2406.01171","title":"Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization","created":"2024-06-03","cited_by_count":208,"area":null},{"id":"2307.16376","title":"When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities","created":"2023-07-31","cited_by_count":90,"area":null},{"id":"2202.07371","title":"Personalized Prompt Learning for Explainable Recommendation","created":"2022-02-15","cited_by_count":79,"area":null},{"id":"2202.08816","title":"Learning and Evaluating Graph Neural Network Explanations based on Counterfactual and Factual Reasoning","created":"2022-02-17","cited_by_count":79,"area":null},{"id":"2309.01157","title":"Large Language Models for Generative Recommendation: A Survey and Visionary Discussions","created":"2023-09-03","cited_by_count":73,"area":null},{"id":"2108.10539","title":"Counterfactual Explainable Recommendation","created":"2021-08-24","cited_by_count":60,"area":null},{"id":"2305.14302","title":"VIP5: Towards Multimodal Foundation Models for Recommendation","created":"2023-05-23","cited_by_count":46,"area":null},{"id":"2406.02377","title":"XRec: Large Language Models for Explainable Recommendation","created":"2024-06-04","cited_by_count":35,"area":null},{"id":"2209.10117","title":"A Comprehensive Survey on Trustworthy Recommender Systems","created":"2022-09-21","cited_by_count":32,"area":null},{"id":"2207.00422","title":"Personalized Showcases: Generating Multi-Modal Explanations for Recommendations","created":"2022-06-30","cited_by_count":30,"area":null},{"id":"2308.12241","title":"LLMRec: Benchmarking Large Language Models on Recommendation Task","created":"2023-08-23","cited_by_count":30,"area":null},{"id":"2205.13619","title":"Fairness in Recommendation: Foundations, Methods and Applications","created":"2022-05-26","cited_by_count":27,"area":null},{"id":"2502.12586","title":"G-Refer: Graph Retrieval-Augmented Large Language Model for Explainable Recommendation","created":"2025-02-18","cited_by_count":27,"area":"rag"},{"id":"2202.06466","title":"Measuring \"Why\" in Recommender Systems: a Comprehensive Survey on the Evaluation of Explainable Recommendation","created":"2022-02-14","cited_by_count":14,"area":null},{"id":"2209.12613","title":"Factual and Informative Review Generation for Explainable Recommendation","created":"2022-09-12","cited_by_count":14,"area":null},{"id":"2312.07751","title":"Large Human Language Models: A Need and the Challenges","created":"2023-11-09","cited_by_count":11,"area":null},{"id":"2207.12628","title":"Bundle MCR: Towards Conversational Bundle Recommendation","created":"2022-07-26","cited_by_count":10,"area":null},{"id":"2402.03366","title":"Uncertainty-Aware Explainable Recommendation with Large Language Models","created":"2024-01-31","cited_by_count":10,"area":null},{"id":"2110.14844","title":"From Intrinsic to Counterfactual: On the Explainability of Contextualized Recommender Systems","created":"2021-10-28","cited_by_count":9,"area":null},{"id":"2209.02508","title":"\"Mama Always Had a Way of Explaining Things So I Could Understand'': A Dialogue Corpus for Learning to Construct Explanations","created":"2022-09-06","cited_by_count":6,"area":null},{"id":"2209.13885","title":"UCEpic: Unifying Aspect Planning and Lexical Constraints for Generating Explanations in Recommendation","created":"2022-09-28","cited_by_count":6,"area":null},{"id":"2210.15500","title":"COFFEE: Counterfactual Fairness for Personalized Text Generation in Explainable Recommendation","created":"2022-10-14","cited_by_count":6,"area":null},{"id":"2512.04680","title":"Generative AI for Self-Adaptive Systems: State of the Art and Research Roadmap","created":"2025-12-04","cited_by_count":5,"area":null},{"id":"2208.11083","title":"Learn Basic Skills and Reuse: Modularized Adaptive Neural Architecture Search (MANAS)","created":"2022-08-23","cited_by_count":4,"area":null},{"id":"2308.15813","title":"Knowledge-grounded Natural Language Recommendation Explanation","created":"2023-08-30","cited_by_count":4,"area":null},{"id":"2312.11356","title":"The Problem of Coherence in Natural Language Explanations of Recommendations","created":"2023-12-18","cited_by_count":4,"area":null},{"id":"2401.12492","title":"Comparing Pre-trained Human Language Models: Is it Better with Human Context as Groups, Individual Traits, or Both?","created":"2024-01-23","cited_by_count":4,"area":null},{"id":"2402.00284","title":"PAP-REC: Personalized Automatic Prompt for Recommendation Language Model","created":"2024-02-01","cited_by_count":4,"area":null},{"id":"2412.02588","title":"Explainable CTR Prediction via LLM Reasoning","created":"2024-12-03","cited_by_count":4,"area":"lr"},{"id":"2606.14142","title":"Implicit Reasoning for Large Language Model-based Generative Recommendation","created":"2026-06-12","cited_by_count":4,"area":"lr"},{"id":"2108.04855","title":"Attention-like feature explanation for tabular data","created":"2021-08-10","cited_by_count":3,"area":null},{"id":"2307.00165","title":"Counterfactual Collaborative Reasoning","created":"2023-06-30","cited_by_count":3,"area":"lr"},{"id":"2408.09865","title":"MAPLE: Enhancing Review Generation with Multi-Aspect Prompt LEarning in Explainable Recommendation","created":"2024-08-19","cited_by_count":3,"area":null},{"id":"2410.11841","title":"GaVaMoE: Gaussian-Variational Gated Mixture of Experts for Explainable Recommendation","created":"2024-10-15","cited_by_count":3,"area":"moe"},{"id":"2410.13248","title":"Disentangling Likes and Dislikes in Personalized Generative Explainable Recommendation","created":"2024-10-17","cited_by_count":3,"area":null},{"id":"2606.28357","title":"ReasonRec: A Reasoning-Augmented Multimodal Agent for Unified Recommendation","created":"2026-06-08","cited_by_count":3,"area":"agents"},{"id":"2109.00177","title":"Problem Learning: Towards the Free Will of Machines","created":"2021-09-01","cited_by_count":2,"area":null},{"id":"2307.03691","title":"Comparing Apples to Apples: Generating Aspect-Aware Comparative Sentences from User Reviews","created":"2023-07-05","cited_by_count":2,"area":null},{"id":"2403.00662","title":"Modeling the Quality of Dialogical Explanations","created":"2024-03-01","cited_by_count":2,"area":null},{"id":"2507.09188","title":"Retrieval-Augmented Recommendation Explanation Generation with Hierarchical Aggregation","created":"2025-07-12","cited_by_count":2,"area":"rag"},{"id":"2208.08017","title":"Towards Generating Robust, Fair, and Emotion-Aware Explanations for Recommender Systems","created":"2022-08-17","cited_by_count":1,"area":null},{"id":"2209.05409","title":"On Faithfulness and Coherence of Language Explanations for Recommendation Systems","created":"2022-09-12","cited_by_count":1,"area":null},{"id":"2504.14147","title":"Explainable Recommendation with Simulated Human Feedback","created":"2025-04-19","cited_by_count":1,"area":null},{"id":"2602.05544","title":"Reasoning-guided Collaborative Filtering with Language Models for Explainable Recommendation","created":"2026-02-05","cited_by_count":1,"area":"lr"},{"id":"2312.15490","title":"Diffusion-EXR: Controllable Review Generation for Explainable Recommendation via Diffusion Models","created":"2023-12-24","cited_by_count":0,"area":"diffusion"},{"id":"2405.01849","title":"Stability of Explainable Recommendation","created":"2024-05-03","cited_by_count":0,"area":null},{"id":"2405.01855","title":"Robust Explainable Recommendation","created":"2024-05-03","cited_by_count":0,"area":null},{"id":"2507.04733","title":"\"This Suits You the Best\": Query Focused Comparative Explainable Summarization","created":"2025-07-07","cited_by_count":0,"area":null},{"id":"2508.18444","title":"How Reliable are LLMs for Reasoning on the Re-ranking task?","created":"2025-08-25","cited_by_count":0,"area":"lr"},{"id":"2510.06275","title":"Reproducibility Study of \"XRec: Large Language Models for Explainable Recommendation\"","created":"2025-10-06","cited_by_count":0,"area":"moe"},{"id":"2602.19702","title":"DReX: An Explainable Deep Learning-based Multimodal Recommendation Framework","created":"2026-02-23","cited_by_count":0,"area":null},{"id":"2603.02709","title":"Sensory-Aware Sequential Recommendation via Review-Distilled Representations","created":"2026-03-03","cited_by_count":0,"area":null},{"id":"2604.21667","title":"Fine-Grained Perspectives: Modeling Explanations with Annotator-Specific Rationales","created":"2026-04-23","cited_by_count":0,"area":null},{"id":"2608.18531","title":"Pairwise Ranking Outperforms Single-Action RL for Offline Explanation Selection: A Practical Lesson","created":"2026-08-19","cited_by_count":0,"area":null},{"id":"2609.13657","title":"Safety as a Constraint: Fine-Tuning a LLM Recommender to Explain Itself","created":"2026-09-12","cited_by_count":0,"area":null},{"id":"2609.19831","title":"Reproducing Transparent and Scrutable Recommendations: Exploring Open-Weight Models via Natural-Language User Profiles","created":"2026-09-17","cited_by_count":0,"area":null},{"id":"2610.07761","title":"Contrastive Learning for Aspect Representation towards Explainable Recommendation","created":"2026-10-06","cited_by_count":0,"area":null}],"next_cursor":null}