{"total":19,"rows":[{"id":"2510.06552","title":"Flipping the Dialogue: Training and Evaluating User Language Models","created":"2025-10-08","cited_by_count":58,"area":null},{"id":"2502.18968","title":"Know You First and Be You Better: Modeling Human-Like User Simulators via Implicit Profiles","created":"2025-02-26","cited_by_count":41,"area":null},{"id":"2504.12722","title":"SimUSER: Simulating User Behavior with Large Language Models for Recommender System Evaluation","created":"2025-04-17","cited_by_count":33,"area":null},{"id":"2505.17663","title":"Towards Dynamic Theory of Mind: Evaluating LLM Adaptation to Temporal Evolution of Human States","created":"2025-05-23","cited_by_count":19,"area":null},{"id":"2604.24977","title":"A Survey on LLM-based Conversational User Simulation","created":"2026-04-27","cited_by_count":18,"area":null},{"id":"2604.17283","title":"HorizonBench: Long-Horizon Personalization with Evolving Preferences","created":"2026-04-19","cited_by_count":17,"area":null},{"id":"2602.16938","title":"ConvApparel: A Benchmark Dataset and Validation Framework for User Simulators in Conversational Recommenders","created":"2026-02-18","cited_by_count":12,"area":null},{"id":"2605.09808","title":"Quantifying the Utility of User Simulators for Building Collaborative LLM Assistants","created":"2026-05-10","cited_by_count":10,"area":null},{"id":"2604.08362","title":"Towards Real-world Human Behavior Simulation: Benchmarking Large Language Models on Long-horizon, Cross-scenario, Heterogeneous Behavior Traces","created":"2026-04-09","cited_by_count":9,"area":null},{"id":"2504.14147","title":"Explainable Recommendation with Simulated Human Feedback","created":"2025-04-19","cited_by_count":1,"area":null},{"id":"2608.01204","title":"ShiJianBench: From Dialogue to Decision for Long-Horizon Evaluation of Investment Advisors","created":"2026-08-02","cited_by_count":1,"area":null},{"id":"2503.10703","title":"LatentCRS: A Variational EM Framework for Bridging Semantics and Behavior in LLM-based Conversational Recommendation","created":"2025-03-12","cited_by_count":0,"area":null},{"id":"2605.06981","title":"Bridging Textual Profiles and Latent User Embeddings for Personalization","created":"2026-05-07","cited_by_count":0,"area":null},{"id":"2606.30863","title":"Beyond expert users: agents should help users construct preferences, not just elicit them","created":"2026-06-29","cited_by_count":0,"area":null},{"id":"2607.00010","title":"Prompt Optimization for User Simulation in Conversational Recommender Systems: A Multi-Objective Framework","created":"2026-05-08","cited_by_count":0,"area":null},{"id":"2608.30033","title":"\"Act Like a 5th Grader\" is Not Enough: Bounding Knowledge in LLM-Based User Simulators","created":"2026-08-30","cited_by_count":0,"area":null},{"id":"2609.18249","title":"Re2A: Situated Conversational Recommendation via Rubric-based Preference Reasoning and Alignment","created":"2026-09-16","cited_by_count":0,"area":null},{"id":"2610.05828","title":"Data-Driven Personas for Survey Simulation: Insights into Simulation Alignment Across Data-Access Regimes","created":"2026-10-05","cited_by_count":0,"area":null},{"id":"2610.18308","title":"SimInter: Evidence-Grounded User Simulation with Interview-Based Profile Enrichment for Conversational Recommender Systems","created":"2026-10-13","cited_by_count":0,"area":null}],"next_cursor":null}