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Performing effective preference-based data retrieval requires detailed and preferentially meaningful structurized information about the current user as well as the items under consideration. A common problem is that representations of items…

人工智能 · 计算机科学 2011-01-13 Joachim Selke , Wolf-Tilo Balke

Personalized preference alignment for LLMs with diverse human preferences requires evaluation and alignment methods that capture pluralism. Most existing preference alignment datasets are logged under policies that differ substantially from…

计算与语言 · 计算机科学 2025-09-25 Chengkai Huang , Junda Wu , Zhouhang Xie , Yu Xia , Rui Wang , Tong Yu , Subrata Mitra , Julian McAuley , Lina Yao

Some recent approaches for scalable offline partial evaluation of logic programs include a size-change analysis for ensuring both so called local and global termination. In this work|inspired by experimental evaluation|we introduce several…

编程语言 · 计算机科学 2009-03-13 Michael Leuschel , Salvador Tamarit , German Vidal

The Internet has dramatically changed the relationship among people and their relationships with others people and made the valuable information available for the users. Email is the service, which the Internet provides today for its own…

信息检索 · 计算机科学 2013-10-24 Foruzan Kiamarzpour , Rouhollah Dianat , Mohammad bahrani , Mehdi Sadeghzadeh

The application and usage of opinion mining, especially for business intelligence, product recommendation, targeted marketing etc. have fascinated many research attentions around the globe. Various research efforts attempted to mine…

信息检索 · 计算机科学 2015-07-30 Ahmad Kamal

Personalized conversational information retrieval (CIR) combines conversational and personalizable elements to satisfy various users' complex information needs through multi-turn interaction based on their backgrounds. The key promise is…

信息检索 · 计算机科学 2024-07-24 Fengran Mo , Longxiang Zhao , Kaiyu Huang , Yue Dong , Degen Huang , Jian-Yun Nie

With the rapid development of the internet and the explosion of information, providing users with accurate personalized recommendations has become an important research topic. This paper designs and analyzes a personalized recommendation…

信息检索 · 计算机科学 2024-10-15 Chunyan Mao , Shuaishuai Huang , Mingxiu Sui , Haowei Yang , Xueshe Wang

The core objective of modelling recommender systems from implicit feedback is to maximize the positive sample score $s_p$ and minimize the negative sample score $s_n$, which can usually be summarized into two paradigms: the pointwise and…

信息检索 · 计算机科学 2022-03-01 Jianhuan Zhuo , Qiannan Zhu , Yinliang Yue , Yuhong Zhao

Todays world is a world of Internet, almost all work can be done with the help of it, from simple mobile phone recharge to biggest business deals can be done with the help of this technology. People spent their most of the times on surfing…

计算与语言 · 计算机科学 2014-06-17 Richa Sharma , Shweta Nigam , Rekha Jain

We propose a method for building an interpretable recommender system for personalizing online content and promotions. Historical data available for the system consists of customer features, provided content (promotions), and user responses.…

机器学习 · 统计学 2016-06-21 Amit Dhurandhar , Sechan Oh , Marek Petrik

Personalized Intelligence (PI) is the problem of providing customized AI experiences tailored to each individual user. In many applications, PI is preferred or even required. Existing personalization approaches involve fine-tuning…

计算与语言 · 计算机科学 2022-03-15 Yiping Kang , Ashish Mahendra , Christopher Clarke , Lingjia Tang , Jason Mars

Natural interaction with recommendation and personalized search systems has received tremendous attention in recent years. We focus on the challenge of supporting people's understanding and control of these systems and explore a…

信息检索 · 计算机科学 2022-05-20 Filip Radlinski , Krisztian Balog , Fernando Diaz , Lucas Dixon , Ben Wedin

Novice and expert users have different systematic preferences in task-oriented dialogues. However, whether catering to these preferences actually improves user experience and task performance remains understudied. To investigate the effects…

人机交互 · 计算机科学 2025-12-01 Li Siyan , Jason Zhang , Akash Maharaj , Yuanming Shi , Yunyao Li

Modeling holistic user interests is important for improving recommendation systems but is challenged by high computational cost and difficulty in handling diverse information with full behavior context. Existing search-based methods might…

信息检索 · 计算机科学 2025-04-10 Yong Bai , Rui Xiang , Kaiyuan Li , Yongxiang Tang , Yanhua Cheng , Xialong Liu , Peng Jiang , Kun Gai

We introduce a new metric for measuring how well a model personalizes to a user's specific preferences. We define personalization as a weighting between performance on user specific data and performance on a more general global dataset that…

机器学习 · 计算机科学 2021-04-26 Reuben Brasher , Nat Roth , Justin Wagle

User's perception of product, by essence subjective, is a major topic in marketing and industrial design. Many methods, based on users' tests, are used so as to characterise this perception. We are interested in three main methods:…

人机交互 · 计算机科学 2007-05-23 Jean-François Petiot , Damien Chablat

Formal specification techniques allow expressing idealized specifications, which abstract from restrictions that may arise in implementations. However, partial implementations are universal in software development due to practical…

计算机科学中的逻辑 · 计算机科学 2013-05-28 Emil Sekerinski , Tian Zhang

Recommender systems have been gaining increasing research attention over the years. Most existing recommendation methods focus on capturing users' personalized preferences through historical user-item interactions, which may potentially…

信息检索 · 计算机科学 2023-08-21 Jiazheng Jing , Yinan Zhang , Xin Zhou , Zhiqi Shen

Peer-review plays a critical role in the scientific writing and publication ecosystem. To assess the efficiency and efficacy of the reviewing process, one essential element is to understand and evaluate the reviews themselves. In this work,…

计算与语言 · 计算机科学 2019-03-26 Xinyu Hua , Mitko Nikolov , Nikhil Badugu , Lu Wang

Recommendation systems are pervasive in the digital economy. An important assumption in many deployed systems is that user consumption reflects user preferences in a static sense: users consume the content they like with no other…

计算机与社会 · 计算机科学 2023-02-14 Andreas Haupt , Dylan Hadfield-Menell , Chara Podimata