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Personalizing conversational agents can enhance the quality of conversations and increase user engagement. However, they often lack external knowledge to appropriately tend to a user's persona. This is particularly crucial for practical…

Information Retrieval · Computer Science 2024-02-07 Kanak Raj , Kaushik Roy , Vamshi Bonagiri , Priyanshul Govil , Krishnaprasad Thirunarayanan , Manas Gaur

Personalization in Question Answering (QA) requires answers that are both accurate and aligned with users' background, preferences, and historical context. Existing state-of-the-art methods primarily rely on retrieval-augmented generation…

Computation and Language · Computer Science 2026-02-24 Maryam Amirizaniani , Alireza Salemi , Hamed Zamani

Personalized content marketing has become a crucial strategy for digital platforms, aiming to deliver tailored advertisements and recommendations that match user preferences. Traditional recommendation systems often suffer from two…

Information Retrieval · Computer Science 2025-09-23 Ruihan Luo , Xuanjing Chen , Ziyang Ding

Personality detection from text aims to infer an individual's personality traits based on linguistic patterns. However, existing machine learning approaches often struggle to capture contextual information spanning multiple posts and tend…

Computation and Language · Computer Science 2025-10-14 Guanming Chen , Lingzhi Shen , Xiaohao Cai , Imran Razzak , Shoaib Jameel

Story rewriting aims to adapt existing narratives to diverse reader preferences while preserving plot consistency and narrative coherence. Unlike conventional work on style transfer, we argue that effective story rewriting demands…

Computation and Language · Computer Science 2026-05-28 Hanwen Cui , Yuting Mei , Yuhang Fu , Dingyi Yang , Qin Jin

We propose AutoLegend to generate interactive visualization legends using online learning with user feedback. AutoLegend accurately extracts symbols and channels from visualizations and then generates quality legends. AutoLegend enables a…

Human-Computer Interaction · Computer Science 2024-07-24 Can Liu , Xiyao Mei , Zhibang Jiang , Shaocong Tan , Xiaoru Yuan

With the rapid adoption of AI tools in learning contexts, it is vital to understand how these systems shape users' reading processes and cognitive engagement. We collected and analyzed text from 124 sessions with AI tools, in which students…

Human-Computer Interaction · Computer Science 2025-04-22 Yue Fu , Alexis Hiniker

Personalization is central to human-AI interaction, yet current diffusion-based image generation systems remain largely insensitive to user diversity. Existing attempts to address this often rely on costly paired preference data or…

Information Retrieval · Computer Science 2025-11-27 Gabriel Patron , Zhiwei Xu , Ishan Kapnadak , Felipe Maia Polo

Individual user profiles and interaction histories play a significant role in providing customized experiences in real-world applications such as chatbots, social media, retail, and education. Adaptive user representation learning by…

Machine Learning · Computer Science 2022-02-15 Ruixue Lian , Che-Wei Huang , Yuqing Tang , Qilong Gu , Chengyuan Ma , Chenlei Guo

Augmented Reality (AR) systems are increasingly integrating foundation models, such as Multimodal Large Language Models (MLLMs), to provide more context-aware and adaptive user experiences. This integration has led to the development of AR…

Artificial Intelligence · Computer Science 2025-08-13 Dongwook Choi , Taeyoon Kwon , Dongil Yang , Hyojun Kim , Jinyoung Yeo

The goal of recommender systems is to provide ordered item lists to users that best match their interests. As a critical task in the recommendation pipeline, re-ranking has received increasing attention in recent years. In contrast to…

Information Retrieval · Computer Science 2022-03-24 Yi Li , Jieming Zhu , Weiwen Liu , Liangcai Su , Guohao Cai , Qi Zhang , Ruiming Tang , Xi Xiao , Xiuqiang He

Agentic memory is emerging as a key enabler for large language models (LLM) to maintain continuity, personalization, and long-term context in extended user interactions, critical capabilities for deploying LLMs as truly interactive and…

Artificial Intelligence · Computer Science 2025-12-16 Samarth Sarin , Lovepreet Singh , Bhaskarjit Sarmah , Dhagash Mehta

Personalized image generation aims to integrate user-provided concepts into text-to-image models, enabling the generation of customized content based on a given prompt. Recent zero-shot approaches, particularly those leveraging diffusion…

Computer Vision and Pattern Recognition · Computer Science 2025-05-29 Yiheng Lin , Shifang Zhao , Ting Liu , Xiaochao Qu , Luoqi Liu , Yao Zhao , Yunchao Wei

Empowering large language models with long-term memory is crucial for building agents that adapt to users' evolving needs. Existing evaluations of this capability typically interleave preference-related dialogues with irrelevant…

Artificial Intelligence · Computer Science 2026-05-19 Shuochen Liu , Junyi Zhu , Long Shu , Junda Lin , Yuhao Chen , Haotian Zhang , Chao Zhang , Derong Xu , Jia Li , Bo Tang , Zhiyu Li , Feiyu Xiong , Enhong Chen , Tong Xu

Storyboarding is a core skill in visual storytelling for film, animation, and games. However, automating this process requires a system to achieve two properties that current approaches rarely satisfy simultaneously: inter-shot consistency…

Computer Vision and Pattern Recognition · Computer Science 2026-04-07 Bingliang Li , Zhenhong Sun , Jiaming Bian , Yuehao Wu , Yifu Wang , Hongdong Li , Yatao Bian , Huadong Mo , Daoyi Dong

Recently, the research interest of person re-identification (ReID) has gradually turned to video-based methods, which acquire a person representation by aggregating frame features of an entire video. However, existing video-based ReID…

Computer Vision and Pattern Recognition · Computer Science 2020-09-14 Xinyang Jiang , Yifei Gong , Xiaowei Guo , Qize Yang , Feiyue Huang , Weishi Zheng , Feng Zheng , Xing Sun

Text-to-image diffusion models have revolutionized visual content generation, yet their deployment is hindered by a fundamental limitation: safety mechanisms enforce rigid, uniform standards that fail to reflect diverse user preferences…

Computer Vision and Pattern Recognition · Computer Science 2026-02-06 Yu Lei , Jinbin Bai , Qingyu Shi , Aosong Feng , Hongcheng Gao , Xiao Zhang , Rex Ying

The deployment of Large Language Models (LLMs) in interactive systems necessitates a deep alignment with the nuanced and dynamic preferences of individual users. Current alignment techniques predominantly address universal human values or…

Computation and Language · Computer Science 2025-12-18 Xiaotian Zhang , Yuan Wang , Ruizhe Chen , Zeya Wang , Runchen Hou , Zuozhu Liu

Personalized interaction is highly valued by parents in their story-reading activities with children. While AI-empowered story-reading tools have been increasingly used, their abilities to support personalized interaction with children are…

Human-Computer Interaction · Computer Science 2025-03-28 Jiaju Chen , Minglong Tang , Yuxuan Lu , Bingsheng Yao , Elissa Fan , Xiaojuan Ma , Ying Xu , Dakuo Wang , Yuling Sun , Liang He

The subtlety of emotional expressions makes implicit emotion analysis (IEA) particularly sensitive to user-specific characteristics. Current studies personalize emotion analysis by focusing on the author but neglect the impact of the…

Computation and Language · Computer Science 2025-05-23 Jian Liao , Yu Feng , Yujin Zheng , Jun Zhao , Suge Wang , Jianxing Zheng
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