Cover Image

From 1,000,000 Users to Every User: Scaling Up Personalized Preference for User-level Alignment

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Jia-Nan, Guan, Jian, Wu, Songhao, Wu, Wei, Yan, Rui
Format:	Preprint
Published:	2025
Subjects:	Computation and Language Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Extended Inductive Reasoning for Personalized Preference Inference from Behavioral Signals
by: Li, Jia-Nan, et al.
Published: (2025)

Arithmetic Control of LLMs for Diverse User Preferences: Directional Preference Alignment with Multi-Objective Rewards
by: Wang, Haoxiang, et al.
Published: (2024)

Personalized Alignment Revisited: The Necessity and Sufficiency of User Diversity
by: Kang, Enoch Hyunwook
Published: (2026)

Learning to Retrieve User History and Generate User Profiles for Personalized Persuasiveness Prediction
by: Park, Sejun, et al.
Published: (2026)

HumanLM: Simulating Users with State Alignment Beats Response Imitation
by: Wu, Shirley, et al.
Published: (2026)

AutoPal: Autonomous Adaptation to Users for Personal AI Companionship
by: Cheng, Yi, et al.
Published: (2024)

Personalized Turn-Level User Conversation Satisfaction Benchmark
by: Wang, Zhefan, et al.
Published: (2026)

DRIFT: Learning from Abundant User Dissatisfaction in Real-World Preference Learning
by: Wang, Yifan, et al.
Published: (2025)

User-LLM: Efficient LLM Contextualization with User Embeddings
by: Ning, Lin, et al.
Published: (2024)

Users as Annotators: LLM Preference Learning from Comparison Mode
by: Cai, Zhongze, et al.
Published: (2025)

Scaling Video-Language Models to 10K Frames via Hierarchical Differential Distillation
by: Cheng, Chuanqi, et al.
Published: (2025)

Step-Back Profiling: Distilling User History for Personalized Scientific Writing
by: Tang, Xiangru, et al.
Published: (2024)

Understanding the Role of User Profile in the Personalization of Large Language Models
by: Wu, Bin, et al.
Published: (2024)

From the Least to the Most: Building a Plug-and-Play Visual Reasoner via Data Synthesis
by: Cheng, Chuanqi, et al.
Published: (2024)

UserSumBench: A Benchmark Framework for Evaluating User Summarization Approaches
by: Wang, Chao, et al.
Published: (2024)

Reasoning-Based Personalized Generation for Users with Sparse Data
by: Ni, Bo, et al.
Published: (2026)

FSPO: Few-Shot Optimization of Synthetic Preferences Personalizes to Real Users
by: Singh, Anikait, et al.
Published: (2025)

Aligning LLMs through Multi-perspective User Preference Ranking-based Feedback for Programming Question Answering
by: Yang, Hongyu, et al.
Published: (2024)

Text as a Universal Interface for Transferable Personalization
by: Liu, Yuting, et al.
Published: (2026)

Goal Alignment in LLM-Based User Simulators for Conversational AI
by: Mehri, Shuhaib, et al.
Published: (2025)

System Message Generation for User Preferences using Open-Source Models
by: Jeong, Minbyul, et al.
Published: (2025)

PEFT-U: Parameter-Efficient Fine-Tuning for User Personalization
by: Clarke, Christopher, et al.
Published: (2024)

Weisfeiler-Leman Features for Planning: A 1,000,000 Sample Size Hyperparameter Study
by: Chen, Dillon Z.
Published: (2025)

UserHarness: Harnessing User Minds for Stronger Agent Theory-of-Mind
by: Qian, Cheng, et al.
Published: (2026)

ReFusion: A Diffusion Large Language Model with Parallel Autoregressive Decoding
by: Li, Jia-Nan, et al.
Published: (2025)

User Embedding Model for Personalized Language Prompting
by: Doddapaneni, Sumanth, et al.
Published: (2024)

Testing and Understanding Erroneous Planning in LLM Agents through Synthesized User Inputs
by: Ji, Zhenlan, et al.
Published: (2024)

Federated Variational Preference Alignment with Gumbel-Softmax Prior for Personalized User Preferences
by: Koo, Jabin, et al.
Published: (2026)

"What's Up, Doc?": Analyzing How Users Seek Health Information in Large-Scale Conversational AI Datasets
by: Paruchuri, Akshay, et al.
Published: (2025)

LLMAP: LLM-Assisted Multi-Objective Route Planning with User Preferences
by: Yuan, Liangqi, et al.
Published: (2025)

UserBench: An Interactive Gym Environment for User-Centric Agents
by: Qian, Cheng, et al.
Published: (2025)

Do Ethical AI Principles Matter to Users? A Large-Scale Analysis of User Sentiment and Satisfaction
by: Pasch, Stefan, et al.
Published: (2025)

Where on Earth Do Users Say They Are?: Geo-Entity Linking for Noisy Multilingual User Input
by: Masis, Tessa, et al.
Published: (2024)

Who Laughs with Whom? Disentangling Influential Factors in Humor Preferences across User Clusters and LLMs
by: Murakami, Soichiro, et al.
Published: (2026)

The Need for a Socially-Grounded Persona Framework for User Simulation
by: Venkit, Pranav Narayanan, et al.
Published: (2026)

Persona2Web: Benchmarking Personalized Web Agents for Contextual Reasoning with User History
by: Kim, Serin, et al.
Published: (2026)

I Need Help! Evaluating LLM's Ability to Ask for Users' Support: A Case Study on Text-to-SQL Generation
by: Wu, Cheng-Kuang, et al.
Published: (2024)

Personality as Relational Infrastructure: User Perceptions of Personality-Trait-Infused LLM Messaging
by: Hofer, Dominik P., et al.
Published: (2026)

Controllable User Simulation
by: Tennenholtz, Guy, et al.
Published: (2026)

Training Computer Use Agents to Assess the Usability of Graphical User Interfaces
by: Gao, Alice, et al.
Published: (2026)