{"total":265,"rows":[{"id":"2406.01171","title":"Two Tales of Persona in LLMs: A Survey of Role-Playing and Personalization","created":"2024-06-03","cited_by_count":208,"area":null},{"id":"2504.14225","title":"Know Me, Respond to Me: Benchmarking LLMs for Dynamic User Profiling and Personalized Responses at Scale","created":"2025-04-19","cited_by_count":178,"area":null},{"id":"2310.00746","title":"RoleLLM: Benchmarking, Eliciting, and Enhancing Role-Playing Abilities of Large Language Models","created":"2023-10-01","cited_by_count":175,"area":null},{"id":"2401.01286","title":"A Comprehensive Study of Knowledge Editing for Large Language Models","created":"2024-01-02","cited_by_count":163,"area":null},{"id":"2502.09597","title":"Do LLMs Recognize Your Preferences? Evaluating Personalized Preference Following in LLMs","created":"2025-02-13","cited_by_count":148,"area":null},{"id":"2308.10053","title":"Large Language Models as Zero-Shot Conversational Recommenders","created":"2023-08-19","cited_by_count":127,"area":null},{"id":"2406.11657","title":"Can LLM be a Personalized Judge?","created":"2024-06-17","cited_by_count":100,"area":null},{"id":"2407.11016","title":"LongLaMP: A Benchmark for Personalized Long-form Text Generation","created":"2024-06-27","cited_by_count":97,"area":null},{"id":"2311.09180","title":"Pearl: Personalizing Large Language Model Writing Assistants with Generation-Calibrated Retrievers","created":"2023-11-15","cited_by_count":92,"area":null},{"id":"2307.16376","title":"When Large Language Models Meet Personalization: Perspectives of Challenges and Opportunities","created":"2023-07-31","cited_by_count":90,"area":null},{"id":"2404.14851","title":"From Matching to Generation: A Survey on Generative Information Retrieval","created":"2024-04-23","cited_by_count":89,"area":null},{"id":"2406.10471","title":"Personalized Pieces: Efficient Personalized Large Language Models through Collaborative Efforts","created":"2024-06-15","cited_by_count":74,"area":null},{"id":"2309.01157","title":"Large Language Models for Generative Recommendation: A Survey and Visionary Discussions","created":"2023-09-03","cited_by_count":73,"area":null},{"id":"2502.11528","title":"A Survey of Personalized Large Language Models: Progress and Future Directions","created":"2025-02-17","cited_by_count":71,"area":null},{"id":"2405.06373","title":"LLM Discussion: Enhancing the Creativity of Large Language Models via Discussion Framework and Role-Play","created":"2024-05-10","cited_by_count":66,"area":null},{"id":"2406.02888","title":"HYDRA: Model Factorization Framework for Black-Box LLM Personalization","created":"2024-06-05","cited_by_count":60,"area":null},{"id":"2305.06566","title":"ONCE: Boosting Content-based Recommendation with Both Open- and Closed-source Large Language Models","created":"2023-05-11","cited_by_count":54,"area":null},{"id":"2402.11060","title":"Persona-DB: Efficient Large Language Model Personalization for Response Prediction with Collaborative Data Refinement","created":"2024-02-16","cited_by_count":49,"area":null},{"id":"2308.07968","title":"Teach LLMs to Personalize -- An Approach inspired by Writing Education","created":"2023-08-15","cited_by_count":48,"area":null},{"id":"2407.11484","title":"The Oscars of AI Theater: A Survey on Role-Playing with Language Models","created":"2024-07-16","cited_by_count":48,"area":null},{"id":"2506.09902","title":"PersonaLens: A Benchmark for Personalization Evaluation in Conversational AI Assistants","created":"2025-06-11","cited_by_count":48,"area":null},{"id":"2305.09955","title":"Knowledge Card: Filling LLMs' Knowledge Gaps with Plug-in Specialized Language Models","created":"2023-05-17","cited_by_count":46,"area":null},{"id":"2309.11696","title":"LLM-based Medical Assistant Personalization with Short- and Long-Term Memory Coordination","created":"2023-09-21","cited_by_count":46,"area":null},{"id":"2310.20081","title":"Integrating Summarization and Retrieval for Enhanced Personalization via Large Language Models","created":"2023-10-30","cited_by_count":45,"area":null},{"id":"2503.02450","title":"Measuring What Makes You Unique: Difference-Aware User Modeling for Enhancing LLM Personalization","created":"2025-03-04","cited_by_count":45,"area":null},{"id":"2309.15461","title":"ChatCounselor: A Large Language Models for Mental Health Support","created":"2023-09-27","cited_by_count":44,"area":null},{"id":"2311.06318","title":"Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion","created":"2023-11-10","cited_by_count":43,"area":null},{"id":"2312.03414","title":"Compressed Context Memory For Online Language Model Interaction","created":"2023-12-06","cited_by_count":43,"area":null},{"id":"2310.00152","title":"Learning to Rewrite Prompts for Personalized Text Generation","created":"2023-09-29","cited_by_count":40,"area":null},{"id":"2404.06711","title":"MathVC: An LLM-Simulated Multi-Character Virtual Classroom for Mathematics Education","created":"2024-04-10","cited_by_count":37,"area":null},{"id":"2408.02373","title":"Operationalizing Contextual Integrity in Privacy-Conscious Assistants","created":"2024-08-05","cited_by_count":37,"area":null},{"id":"2403.03129","title":"CoGenesis: A Framework Collaborating Large and Small Language Models for Secure Context-Aware Instruction Following","created":"2024-03-05","cited_by_count":33,"area":null},{"id":"2404.03565","title":"Personalized LLM Response Generation with Parameterized Memory Injection","created":"2024-04-04","cited_by_count":33,"area":null},{"id":"2406.18678","title":"Few-shot Personalization of LLMs with Mis-aligned Responses","created":"2024-06-26","cited_by_count":32,"area":null},{"id":"2409.11901","title":"LLMs + Persona-Plug = Personalized LLMs","created":"2024-09-18","cited_by_count":32,"area":null},{"id":"2412.13103","title":"AI PERSONA: Towards Life-long Personalization of LLMs","created":"2024-12-17","cited_by_count":32,"area":null},{"id":"2305.13246","title":"Interactive Natural Language Processing","created":"2023-05-22","cited_by_count":31,"area":null},{"id":"2506.00137","title":"LaMP-QA: A Benchmark for Personalized Long-form Question Answering","created":"2025-05-30","cited_by_count":31,"area":null},{"id":"2401.04858","title":"User Embedding Model for Personalized Language Prompting","created":"2024-01-10","cited_by_count":28,"area":null},{"id":"2406.11107","title":"Exploring Safety-Utility Trade-Offs in Personalized Language Models","created":"2024-06-17","cited_by_count":27,"area":null},{"id":"2503.17662","title":"Enhancing Persona Consistency for LLMs' Role-Playing using Persona-Aware Contrastive Learning","created":"2025-03-22","cited_by_count":27,"area":null},{"id":"2411.05877","title":"Generative Adapter: Contextualizing Language Models in Parameters with A Single Forward Pass","created":"2024-11-08","cited_by_count":26,"area":null},{"id":"2501.14956","title":"ExPerT: Effective and Explainable Evaluation of Personalized Long-Form Text Generation","created":"2025-01-24","cited_by_count":26,"area":null},{"id":"2505.15456","title":"Teaching Language Models to Evolve with Users: Dynamic Profile Modeling for Personalized Alignment","created":"2025-05-21","cited_by_count":24,"area":null},{"id":"2402.01765","title":"LLMs Simulate Big Five Personality Traits: Further Evidence","created":"2024-01-31","cited_by_count":22,"area":null},{"id":"2508.01674","title":"CUPID: Evaluating Personalized and Contextualized Alignment of LLMs from Interactions","created":"2025-08-03","cited_by_count":22,"area":null},{"id":"2409.09510","title":"Comparing Retrieval-Augmentation and Parameter-Efficient Fine-Tuning for Privacy-Preserving Personalization of Large Language Models","created":"2024-09-14","cited_by_count":21,"area":null},{"id":"2411.13405","title":"On the Way to LLM Personalization: Learning to Remember User Conversations","created":"2024-11-20","cited_by_count":21,"area":null},{"id":"2502.11995","title":"Presumed Cultural Identity: How Names Shape LLM Responses","created":"2025-02-17","cited_by_count":21,"area":null},{"id":"2507.20849","title":"Latent Inter-User Difference Modeling for LLM Personalization","created":"2025-07-28","cited_by_count":21,"area":null},{"id":"2402.04914","title":"Personalized Text Generation with Fine-Grained Linguistic Control","created":"2024-02-07","cited_by_count":20,"area":null},{"id":"2311.16087","title":"DUnE: Dataset for Unified Editing","created":"2023-11-27","cited_by_count":19,"area":null},{"id":"2402.14836","title":"Stealthy Attack on Large Language Model based Recommendation","created":"2024-02-18","cited_by_count":19,"area":null},{"id":"2404.14600","title":"Planning Ahead in Generative Retrieval: Guiding Autoregressive Generation through Simultaneous Decoding","created":"2024-04-22","cited_by_count":19,"area":null},{"id":"2409.13093","title":"Guided Profile Generation Improves Personalization with LLMs","created":"2024-09-19","cited_by_count":19,"area":null},{"id":"2312.11518","title":"User Modeling in the Era of Large Language Models: Current Research and Future Directions","created":"2023-12-11","cited_by_count":18,"area":null},{"id":"2402.08855","title":"GhostWriter: Augmenting Collaborative Human-AI Writing Experiences Through Personalization and Agency","created":"2024-02-13","cited_by_count":18,"area":null},{"id":"2403.02939","title":"PaperWeaver: Enriching Topical Paper Alerts by Contextualizing Recommended Papers with User-collected Papers","created":"2024-03-05","cited_by_count":18,"area":null},{"id":"2405.14808","title":"Implicit Personalization in Language Models: A Systematic Study","created":"2024-05-23","cited_by_count":18,"area":null},{"id":"2510.16282","title":"Instant Personalized Large Language Model Adaptation via Hypernetwork","created":"2025-10-18","cited_by_count":18,"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":"2406.03777","title":"Empirical Guidelines for Deploying LLMs onto Resource-constrained Edge Devices","created":"2024-06-06","cited_by_count":17,"area":null},{"id":"2409.17213","title":"Plurals: A System for Guiding LLMs Via Simulated Social Ensembles","created":"2024-09-25","cited_by_count":17,"area":null},{"id":"2505.14106","title":"A Personalized Conversational Benchmark: Towards Simulating Personalized Conversations","created":"2025-05-20","cited_by_count":17,"area":null},{"id":"2506.01262","title":"Exploring the Potential of LLMs as Personalized Assistants: Dataset, Evaluation, and Analysis","created":"2025-06-02","cited_by_count":17,"area":null},{"id":"2604.17283","title":"HorizonBench: Long-Horizon Personalization with Evolving Preferences","created":"2026-04-19","cited_by_count":17,"area":null},{"id":"2509.22820","title":"MMPB: It's Time for Multi-Modal Personalization","created":"2025-09-26","cited_by_count":14,"area":null},{"id":"2411.07237","title":"Contextualized Evaluations: Judging Language Model Responses to Underspecified Queries","created":"2024-11-11","cited_by_count":12,"area":null},{"id":"2512.24848","title":"PrivacyBench: A Conversational Benchmark for Evaluating Privacy in Personalized AI","created":"2025-12-31","cited_by_count":12,"area":null},{"id":"2312.07751","title":"Large Human Language Models: A Need and the Challenges","created":"2023-11-09","cited_by_count":11,"area":null},{"id":"2406.17803","title":"Understanding the Role of User Profile in the Personalization of Large Language Models","created":"2024-06-22","cited_by_count":11,"area":null},{"id":"2407.12982","title":"Retrieval-Enhanced Machine Learning: Synthesis and Opportunities","created":"2024-07-17","cited_by_count":11,"area":null},{"id":"2407.18078","title":"PEFT-U: Parameter-Efficient Fine-Tuning for User Personalization","created":"2024-07-25","cited_by_count":11,"area":null},{"id":"2503.06573","title":"WildIFEval: Instruction Following in the Wild","created":"2025-03-09","cited_by_count":11,"area":null},{"id":"2406.14275","title":"Step-Back Profiling: Distilling User History for Personalized Scientific Writing","created":"2024-06-20","cited_by_count":10,"area":null},{"id":"2501.02157","title":"Personalized Graph-Based Retrieval for Large Language Models","created":"2025-01-04","cited_by_count":10,"area":null},{"id":"2505.17051","title":"Embedding-to-Prefix: Parameter-Efficient Personalization for Pre-Trained Large Language Models","created":"2025-05-16","cited_by_count":10,"area":null},{"id":"2507.20352","title":"RMTBench: Benchmarking LLMs Through Multi-Turn User-Centric Role-Playing","created":"2025-07-27","cited_by_count":10,"area":null},{"id":"2603.04191","title":"Towards Natural Personalization: Evaluating Long-Horizon Preference Following in Personalized User-LLM Interactions","created":"2026-03-04","cited_by_count":10,"area":null},{"id":"2603.16557","title":"BenchPreS: A Benchmark for Context-Aware Personalized Preference Selectivity of Persistent-Memory LLMs","created":"2026-03-17","cited_by_count":10,"area":null},{"id":"2603.26680","title":"AlpsBench: An LLM Personalization Benchmark for Real-Dialogue Memorization and Preference Alignment","created":"2026-03-09","cited_by_count":10,"area":null},{"id":"2310.11593","title":"Automated Evaluation of Personalized Text Generation using Large Language Models","created":"2023-10-17","cited_by_count":9,"area":null},{"id":"2410.20749","title":"Matryoshka Pilot: Learning to Drive Black-Box LLMs with LLMs","created":"2024-10-28","cited_by_count":9,"area":null},{"id":"2505.03824","title":"Memory Assisted LLM for Personalized Recommendation System","created":"2025-05-03","cited_by_count":9,"area":null},{"id":"2509.08075","title":"No for Some, Yes for Others: Persona Prompts and Other Sources of False Refusal in Language Models","created":"2025-09-09","cited_by_count":9,"area":null},{"id":"2510.07713","title":"MemWeaver: A Hierarchical Memory from Textual Interactive Behaviors for Personalized Generation","created":"2025-10-09","cited_by_count":9,"area":null},{"id":"2503.18008","title":"Personalized Language Models via Privacy-Preserving Evolutionary Model Merging","created":"2025-03-23","cited_by_count":8,"area":null},{"id":"2309.00723","title":"Contextual Biasing of Named-Entities with Large Language Models","created":"2023-09-01","cited_by_count":7,"area":null},{"id":"2310.02457","title":"The Empty Signifier Problem: Towards Clearer Paradigms for Operationalising \"Alignment\" in Large Language Models","created":"2023-10-03","cited_by_count":7,"area":null},{"id":"2406.17287","title":"Predicting the Big Five Personality Traits in Chinese Counselling Dialogues Using Large Language Models","created":"2024-06-25","cited_by_count":7,"area":null},{"id":"2505.18541","title":"RoleRAG: Enhancing LLM Role-Playing via Graph Guided Retrieval","created":"2025-05-24","cited_by_count":7,"area":null},{"id":"2509.06337","title":"Large Language Models as Virtual Survey Respondents: Evaluating Sociodemographic Response Generation","created":"2025-09-08","cited_by_count":7,"area":null},{"id":"2510.14591","title":"Just-In-Time Objectives: A General Approach for Specialized AI Interactions","created":"2025-10-16","cited_by_count":7,"area":null},{"id":"2311.14677","title":"Filter bubbles and affective polarization in user-personalized large language model outputs","created":"2023-10-31","cited_by_count":6,"area":null},{"id":"2409.13733","title":"RNR: Teaching Large Language Models to Follow Roles and Rules","created":"2024-09-10","cited_by_count":6,"area":null},{"id":"2505.13176","title":"ToolSpectrum : Towards Personalized Tool Utilization for Large Language Models","created":"2025-05-19","cited_by_count":6,"area":null},{"id":"2510.17881","title":"POPI: Personalizing LLMs via Optimized Natural Language Preference Inference","created":"2025-10-17","cited_by_count":6,"area":null},{"id":"2311.09796","title":"Interpreting User Requests in the Context of Natural Language Standing Instructions","created":"2023-11-16","cited_by_count":5,"area":null},{"id":"2402.10618","title":"Enhancing Role-playing Systems through Aggressive Queries: Evaluation and Improvement","created":"2024-02-16","cited_by_count":5,"area":null},{"id":"2404.16115","title":"Online Personalizing White-box LLMs Generation with Neural Bandits","created":"2024-04-24","cited_by_count":5,"area":null}],"next_cursor":"100"}