{"total":31,"rows":[{"id":"2403.04260","title":"Can Small Language Models be Good Reasoners for Sequential Recommendation?","created":"2024-03-07","cited_by_count":26,"area":"lr"},{"id":"2504.09627","title":"Slow Thinking for Sequential Recommendation","created":"2025-04-13","cited_by_count":11,"area":"lr"},{"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":"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":"2409.19979","title":"Enhancing High-order Interaction Awareness in LLM-based Recommender Model","created":"2024-09-30","cited_by_count":8,"area":"lr"},{"id":"2410.16780","title":"Beyond Retrieval: Generating Narratives in Conversational Recommender Systems","created":"2024-10-22","cited_by_count":8,"area":"lr"},{"id":"2407.02833","title":"LANE: Logic Alignment of Non-tuning Large Language Models and Online Recommendation Systems for Explainable Reason Generation","created":"2024-07-03","cited_by_count":6,"area":"lr"},{"id":"2505.19505","title":"Hierarchical Tree Search-based User Lifelong Behavior Modeling on Large Language Model","created":"2025-05-26","cited_by_count":6,"area":"lr"},{"id":"2506.19235","title":"RecLLM-R1: A Two-Stage Training Paradigm with Reinforcement Learning and Chain-of-Thought v1","created":"2025-06-24","cited_by_count":6,"area":"lr"},{"id":"2506.23643","title":"Act-With-Think: Chunk Auto-Regressive Modeling for Generative Recommendation","created":"2025-06-30","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":"2307.00165","title":"Counterfactual Collaborative Reasoning","created":"2023-06-30","cited_by_count":3,"area":"lr"},{"id":"2511.12081","title":"From Scaling to Structured Expressivity: Rethinking Transformers for CTR Prediction","created":"2025-11-15","cited_by_count":3,"area":"lr"},{"id":"2511.15141","title":"ItemRAG: Item-Based Retrieval-Augmented Generation for LLM-Based Recommendation","created":"2025-11-19","cited_by_count":2,"area":"lr"},{"id":"2606.15331","title":"HoloRec: Holistic Encoding and Interleaved Reasoning for Generative Recommendation","created":"2026-06-13","cited_by_count":2,"area":"lr"},{"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":"2602.05544","title":"Reasoning-guided Collaborative Filtering with Language Models for Explainable Recommendation","created":"2026-02-05","cited_by_count":1,"area":"lr"},{"id":"2602.12530","title":"Reasoning to Rank: An End-to-End Solution for Exploiting Large Language Models for Recommendation","created":"2026-02-13","cited_by_count":1,"area":"lr"},{"id":"2603.13730","title":"R3-REC: Reasoning-Driven Recommendation via Retrieval-Augmented LLMs over Multi-Granular Interest Signals","created":"2026-03-14","cited_by_count":1,"area":"lr"},{"id":"2608.11980","title":"Learning from Unreachable Rewards: Hint-Conditioned Reinforcement Learning for Generative Recommendation","created":"2026-08-12","cited_by_count":1,"area":"lr"},{"id":"2608.20611","title":"Difficulty-Aware Semantic-ID Optimization for Generative Recommendation","created":"2026-08-20","cited_by_count":1,"area":"lr"},{"id":"2511.03845","title":"To See or To Read: User Behavior Reasoning in Multimodal LLMs","created":"2025-11-05","cited_by_count":0,"area":"lr"},{"id":"2604.14051","title":"Enhancing Local Life Service Recommendation with Agentic Reasoning in Large Language Model","created":"2026-04-15","cited_by_count":0,"area":"lr"},{"id":"2604.21204","title":"On Reasoning Behind Next Occupation Recommendation","created":"2026-04-23","cited_by_count":0,"area":"lr"},{"id":"2605.06906","title":"TraXion: Rethinking Pre-training Frameworks for Mobility and Beyond","created":"2026-05-07","cited_by_count":0,"area":"lr"},{"id":"2605.18780","title":"A Reproducibility Analysis of PO4ISR: Diagnosing and Mitigating Semantic Drift in LLM-Based Session Recommendation","created":"2026-04-29","cited_by_count":0,"area":"lr"},{"id":"2605.28888","title":"Generative Spatiotemporal Intent Sequence Recommendation via Implicit Reasoning in Amap","created":"2026-05-27","cited_by_count":0,"area":"lr"},{"id":"2607.24617","title":"LaRec: Unleashing LLM-based Latent Reasoning for Generative Recommendation","created":"2026-07-27","cited_by_count":0,"area":"lr"},{"id":"2607.24789","title":"NEXT: Reasoning-Driven Video Recommendation via a Vision-Language Model","created":"2026-06-27","cited_by_count":0,"area":"lr"},{"id":"2609.13993","title":"P$^3$Rec: Distilling Prior--Posterior Preference Reasoning for LLM-based Recommendation","created":"2026-09-12","cited_by_count":0,"area":"lr"},{"id":"2610.02968","title":"Reasoning with Evidence, Not Merely Rationales: Verifiable Preference Proofs for LLM-Based Recommendation","created":"2026-10-02","cited_by_count":0,"area":"lr"}],"next_cursor":null}