{"total":13,"rows":[{"id":"2408.03533","title":"Lifelong Personalized Low-Rank Adaptation of Large Language Models for Recommendation","created":"2024-08-07","cited_by_count":17,"area":"lr"},{"id":"2507.17249","title":"R4ec: A Reasoning, Reflection, and Refinement Framework for Recommendation Systems","created":"2025-07-23","cited_by_count":16,"area":"lr"},{"id":"2412.07472","title":"SmartAgent: Chain-of-User-Thought for Embodied Personalized Agent in Cyber World","created":"2024-12-10","cited_by_count":10,"area":"lr"},{"id":"2508.15388","title":"TrackRec: Iterative Alternating Feedback with Chain-of-Thought via Preference Alignment for Recommendation","created":"2025-08-21","cited_by_count":7,"area":"lr"},{"id":"2503.20430","title":"RALLRec+: Retrieval Augmented Large Language Model Recommendation with Reasoning","created":"2025-03-26","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":"2511.12081","title":"From Scaling to Structured Expressivity: Rethinking Transformers for CTR Prediction","created":"2025-11-15","cited_by_count":3,"area":"lr"},{"id":"2602.03097","title":"De-conflating Preference and Qualification: Constrained Dual-Perspective Reasoning for Job Recommendation with Large Language Models","created":"2026-02-03","cited_by_count":2,"area":"lr"},{"id":"2508.07223","title":"Selection and Exploitation of High-Quality Knowledge from Large Language Models for Recommendation","created":"2025-08-10","cited_by_count":0,"area":"lr"},{"id":"2512.21257","title":"ReaSeq: Unleashing World Knowledge via Reasoning for Sequential Modeling","created":"2025-12-24","cited_by_count":0,"area":"lr"},{"id":"2512.21526","title":"Selective LLM-Guided Regularization for Enhancing Recommendation Models","created":"2025-12-25","cited_by_count":0,"area":"lr"},{"id":"2609.04645","title":"Latent-Aligned Reasoning for Multimodal Recommendation","created":"2026-09-04","cited_by_count":0,"area":"lr"}],"next_cursor":null}