{"total":64,"rows":[{"id":"2402.13598","title":"User-LLM: Efficient LLM Contextualization with User Embeddings","created":"2024-02-21","cited_by_count":76,"area":null},{"id":"2405.08011","title":"A Survey of Large Language Models for Graphs","created":"2024-05-10","cited_by_count":72,"area":null},{"id":"2406.09215","title":"On Softmax Direct Preference Optimization for Recommendation","created":"2024-06-13","cited_by_count":64,"area":"alignment"},{"id":"2403.08946","title":"Usable XAI: 10 Strategies Towards Exploiting Explainability in the LLM Era","created":"2024-03-13","cited_by_count":46,"area":null},{"id":"2403.06447","title":"CoRAL: Collaborative Retrieval-Augmented Large Language Models Improve Long-tail Recommendation","created":"2024-03-11","cited_by_count":44,"area":"lr"},{"id":"2406.13862","title":"Knowledge Graph-Enhanced Large Language Models via Path Selection","created":"2024-06-19","cited_by_count":28,"area":null},{"id":"2410.19744","title":"Towards Next-Generation LLM-based Recommender Systems: A Survey and Beyond","created":"2024-10-10","cited_by_count":26,"area":"lr"},{"id":"2405.02429","title":"CALRec: Contrastive Alignment of Generative LLMs for Sequential Recommendation","created":"2024-05-03","cited_by_count":24,"area":null},{"id":"2405.17890","title":"SLMRec: Distilling Large Language Models into Small for Sequential Recommendation","created":"2024-05-28","cited_by_count":18,"area":"distill"},{"id":"2407.05441","title":"Language Representations Can be What Recommenders Need: Findings and Potentials","created":"2024-07-07","cited_by_count":18,"area":null},{"id":"2502.13581","title":"ActionPiece: Contextually Tokenizing Action Sequences for Generative Recommendation","created":"2025-02-19","cited_by_count":18,"area":null},{"id":"2504.16420","title":"A Survey of Foundation Model-Powered Recommender Systems: From Feature-Based, Generative to Agentic Paradigms","created":"2025-04-23","cited_by_count":17,"area":"agents"},{"id":"2502.17494","title":"External Large Foundation Model: How to Efficiently Serve Trillions of Parameters for Online Ads Recommendation","created":"2025-02-20","cited_by_count":13,"area":null},{"id":"2402.18590","title":"Exploring the Impact of Large Language Models on Recommender Systems: An Extensive Review","created":"2024-02-11","cited_by_count":12,"area":"lr"},{"id":"2501.17630","title":"Uncertainty Quantification and Decomposition for LLM-based Recommendation","created":"2025-01-29","cited_by_count":12,"area":null},{"id":"2505.10212","title":"Do LLMs Memorize Recommendation Datasets? A Preliminary Study on MovieLens-1M","created":"2025-05-15","cited_by_count":12,"area":null},{"id":"2511.22707","title":"CoFiRec: Coarse-to-Fine Tokenization for Generative Recommendation","created":"2025-11-27","cited_by_count":11,"area":null},{"id":"2408.08208","title":"LLM4DSR: Leveraging Large Language Model for Denoising Sequential Recommendation","created":"2024-08-15","cited_by_count":10,"area":null},{"id":"2501.02173","title":"The Efficiency vs. Accuracy Trade-off: Optimizing RAG-Enhanced LLM Recommender Systems Using Multi-Head Early Exit","created":"2025-01-04","cited_by_count":10,"area":"inference"},{"id":"2410.12229","title":"Comprehending Knowledge Graphs with Large Language Models for Recommender Systems","created":"2024-10-16","cited_by_count":9,"area":null},{"id":"2412.13771","title":"Semantic Convergence: Harmonizing Recommender Systems via Two-Stage Alignment and Behavioral Semantic Tokenization","created":"2024-12-18","cited_by_count":9,"area":"lr"},{"id":"2405.13902","title":"LOGIN: A Large Language Model Consulted Graph Neural Network Training Framework","created":"2024-05-22","cited_by_count":8,"area":null},{"id":"2409.09253","title":"Unleash LLMs Potential for Sequential Recommendation by Coordinating Dual Dynamic Index Mechanism","created":"2024-09-14","cited_by_count":8,"area":"lr"},{"id":"2410.22809","title":"Causality-Enhanced Behavior Sequence Modeling in LLMs for Personalized Recommendation","created":"2024-10-30","cited_by_count":8,"area":null},{"id":"2408.11523","title":"LARR: Large Language Model Aided Real-time Scene Recommendation with Semantic Understanding","created":"2024-08-21","cited_by_count":6,"area":null},{"id":"2502.14735","title":"EAGER-LLM: Enhancing Large Language Models as Recommenders through Exogenous Behavior-Semantic Integration","created":"2025-02-20","cited_by_count":6,"area":null},{"id":"2505.03336","title":"Eliminating Out-of-Domain Recommendations in LLM-based Recommender Systems: A Unified View","created":"2025-05-06","cited_by_count":6,"area":null},{"id":"2508.03703","title":"Privacy Risks of LLM-Empowered Recommender Systems: An Inversion Attack Perspective","created":"2025-07-20","cited_by_count":6,"area":null},{"id":"2508.05657","title":"Beyond Single Labels: Improving Conversational Recommendation through LLM-Powered Data Augmentation","created":"2025-07-30","cited_by_count":5,"area":null},{"id":"2406.13966","title":"Causal Inference with Latent Variables: Recent Advances and Future Prospectives","created":"2024-06-20","cited_by_count":4,"area":null},{"id":"2409.06377","title":"MoRE: A Mixture of Reflectors Framework for Large Language Model-Based Sequential Recommendation","created":"2024-09-10","cited_by_count":4,"area":null},{"id":"2603.23550","title":"Implicit Turn-Wise Policy Optimization for Proactive User-LLM Interaction","created":"2026-03-21","cited_by_count":4,"area":null},{"id":"2406.06475","title":"Survey for Landing Generative AI in Social and E-commerce Recsys -- the Industry Perspectives","created":"2024-06-10","cited_by_count":3,"area":null},{"id":"2503.09311","title":"Adaptive political surveys and GPT-4: Tackling the cold start problem with simulated user interactions","created":"2025-03-12","cited_by_count":3,"area":null},{"id":"2503.23333","title":"Beyond Unimodal Boundaries: Generative Recommendation with Multimodal Semantics","created":"2025-03-30","cited_by_count":3,"area":null},{"id":"2505.21811","title":"Revisiting Self-attention for Cross-domain Sequential Recommendation","created":"2025-05-27","cited_by_count":3,"area":null},{"id":"2506.08326","title":"Graph Prompting for Graph Learning Models: Recent Advances and Future Directions","created":"2025-06-10","cited_by_count":3,"area":null},{"id":"2510.05598","title":"AgentDR: Dynamic Recommendation with Implicit Item-Item Relations via LLM-based Agents","created":"2025-10-07","cited_by_count":3,"area":"agents"},{"id":"2403.05559","title":"Exploring Heterogeneity and Uncertainty for Graph-based Cognitive Diagnosis Models in Intelligent Education","created":"2024-02-15","cited_by_count":2,"area":null},{"id":"2504.05694","title":"Large Language Models Enhanced Hyperbolic Space Recommender Systems","created":"2025-04-08","cited_by_count":2,"area":null},{"id":"2507.09797","title":"A Scalable and Efficient Signal Integration System for Job Matching","created":"2025-07-13","cited_by_count":2,"area":null},{"id":"2510.26994","title":"HADSF: Aspect Aware Semantic Control for Explainable Recommendation","created":"2025-10-30","cited_by_count":2,"area":null},{"id":"2603.07725","title":"Verifiable Reasoning for LLM-based Generative Recommendation","created":"2026-03-08","cited_by_count":2,"area":"lr"},{"id":"2501.18997","title":"Collaborative Diffusion Model for Recommender System","created":"2025-01-31","cited_by_count":1,"area":"diffusion"},{"id":"2510.05125","title":"Catalog-Native LLM: Speaking Item-ID Dialect with Less Entanglement for Recommendation","created":"2025-09-30","cited_by_count":1,"area":"lr"},{"id":"2511.03330","title":"Discourse-Aware Scientific Paper Recommendation via QA-Style Summarization and Multi-Level Contrastive Learning","created":"2025-11-05","cited_by_count":1,"area":null},{"id":"2601.08148","title":"Enriching Semantic Profiles into Knowledge Graph for Recommender Systems Using Large Language Models","created":"2026-01-13","cited_by_count":1,"area":null},{"id":"2411.16034","title":"VisualLens: Personalization through Task-Agnostic Visual History","created":"2024-11-25","cited_by_count":0,"area":null},{"id":"2503.06238","title":"Token-Efficient Item Representation via Images for LLM Recommender Systems","created":"2025-03-08","cited_by_count":0,"area":null},{"id":"2506.17281","title":"CORONA: A Coarse-to-Fine Framework for Graph-based Recommendation with Large Language Models","created":"2025-06-14","cited_by_count":0,"area":"lr"},{"id":"2510.01606","title":"Bridging Collaborative Filtering and Large Language Models with Dynamic Alignment, Multimodal Fusion and Evidence-grounded Explanations","created":"2025-10-02","cited_by_count":0,"area":null},{"id":"2511.17041","title":"CLLMRec: LLM-powered Cognitive-Aware Concept Recommendation via Semantic Alignment and Prerequisite Knowledge Distillation","created":"2025-11-21","cited_by_count":0,"area":"distill"},{"id":"2602.01865","title":"GRAB: An LLM-Inspired Sequence-First Click-Through Rate Prediction Modeling Paradigm","created":"2026-02-02","cited_by_count":0,"area":null},{"id":"2603.22335","title":"Causal Direct Preference Optimization for Distributionally Robust Generative Recommendation","created":"2026-03-21","cited_by_count":0,"area":"alignment"},{"id":"2604.06172","title":"EviSnap: Faithful Evidence-Cited Explanations for Cold-Start Cross-Domain Recommendation","created":"2026-01-09","cited_by_count":0,"area":null},{"id":"2604.18146","title":"Modular Representation Compression: Adapting LLMs for Efficient and Effective Recommendations","created":"2026-04-20","cited_by_count":0,"area":null},{"id":"2604.25834","title":"Action-Aware Generative Sequence Modeling for Short Video Recommendation","created":"2026-04-28","cited_by_count":0,"area":null},{"id":"2605.10367","title":"AgentGR: Semantic-aware Agentic Group Decision-Making Simulator for Group Recommendation","created":"2026-05-11","cited_by_count":0,"area":"agents"},{"id":"2607.04270","title":"LBR: Towards Mitigating Length Bias in Large Language Models for Recommendation","created":"2026-07-05","cited_by_count":0,"area":null},{"id":"2607.21519","title":"Diffusion Language Model for Recommendation","created":"2026-07-23","cited_by_count":0,"area":"diffusion"},{"id":"2608.11354","title":"Inverse Theory of Mind Modeling for Content Recommendation: From Web Browsing to Dynamic Intelligent Interfaces","created":"2026-08-11","cited_by_count":0,"area":null},{"id":"2608.13888","title":"Autonomous Fashion Outfit Composition via Unified Aesthetic Foresight Model","created":"2026-08-14","cited_by_count":0,"area":null},{"id":"2608.15949","title":"Ask to Be Sure: Informative Interactions for Confident Multi-Turn LLM Recommendation","created":"2026-08-16","cited_by_count":0,"area":null},{"id":"2610.15921","title":"Fast and Accurate: Improving Personalized LLM Performance by Semantic Concentration Inspired Workload Split between RAG and Fine-Tuning","created":"2026-10-11","cited_by_count":0,"area":null}],"next_cursor":null}