{"total":25,"rows":[{"id":"2603.23183","title":"Reasoning over Semantic IDs Enhances Generative Recommendation","created":"2026-03-24","cited_by_count":13,"area":"lr"},{"id":"2602.07774","title":"GR2: Generative Reasoning Re-ranker","created":"2026-02-08","cited_by_count":11,"area":"lr"},{"id":"2602.16587","title":"Why Thinking Hurts: Diagnosing and Rectifying Linguistic Inertia in Large Language Models for Recommendation","created":"2026-02-18","cited_by_count":9,"area":"lr"},{"id":"2606.06260","title":"OneReason Technical Report","created":"2026-06-04","cited_by_count":8,"area":"lr"},{"id":"2601.18664","title":"S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation","created":"2026-01-26","cited_by_count":6,"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":"2604.26760","title":"Factorized Latent Reasoning for LLM-based Recommendation","created":"2026-04-29","cited_by_count":3,"area":"lr"},{"id":"2605.11553","title":"TwiSTAR:Think Fast, Think Slow, Then Act,Generative Recommendation with Adaptive Reasoning","created":"2026-05-12","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":"2607.28997","title":"Think2Go: Generative Next POI Recommendation with LLM Reasoning","created":"2026-07-31","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":"2602.13134","title":"Awakening Dormant Users: Generative Recommendation with Counterfactual Functional Role Reasoning","created":"2026-02-13","cited_by_count":0,"area":"lr"},{"id":"2603.21613","title":"AgenticRec: A Recommendation-Oriented Agentic Framework with Progressive Tool-Integrated Reasoning Optimization","created":"2026-03-23","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":"2605.22358","title":"Integrating Chain-of-Thought into Generative Retrieval: A Preliminary Study","created":"2026-05-21","cited_by_count":0,"area":"lr"},{"id":"2606.27684","title":"Intuition-Guided Latent Reasoning for LLM-Based Recommendation","created":"2026-06-26","cited_by_count":0,"area":"lr"},{"id":"2607.01170","title":"Diffusion-GR2: Diffusion Generative Reasoning Re-ranker","created":"2026-07-01","cited_by_count":0,"area":"lr"},{"id":"2607.05734","title":"SCOReD: Student-Aware CoT Optimization for Recommendation Distillation","created":"2026-07-07","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":"2607.26621","title":"WhisperRec: Latent Reasoning for Efficient Foundation Recommendation Models","created":"2026-07-29","cited_by_count":0,"area":"lr"},{"id":"2607.27760","title":"Hierarchical Latent Reasoning for LLM-based Recommendation","created":"2026-07-30","cited_by_count":0,"area":"lr"},{"id":"2608.07816","title":"Preserving Item Semantics for Free: Rethinking Token Initialization in LLM-Based Generative Recommendation","created":"2026-08-07","cited_by_count":0,"area":"lr"},{"id":"2608.23154","title":"The Disconnect Between Better Descriptive Reasoning Trace Quality and Recommendation Effectiveness","created":"2026-08-24","cited_by_count":0,"area":"lr"},{"id":"2609.39828","title":"KUAISHOU Explorer LLM-Rec Challenge 2026: Reasoning Generative Recommendation","created":"2026-09-30","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}