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An important application of interactive machine learning is extending or amplifying the cognitive and physical capabilities of a human. To accomplish this, machines need to learn about their human users' intentions and adapt to their…

人机交互 · 计算机科学 2016-06-10 Vivek Veeriah , Patrick M. Pilarski , Richard S. Sutton

Human intention-based systems enable robots to perceive and interpret user actions to interact with humans and adapt to their behavior proactively. Therefore, intention prediction is pivotal in creating a natural interaction with social…

机器人学 · 计算机科学 2025-04-09 Hassan Ali , Philipp Allgeuer , Stefan Wermter

Voice Assistants aim to fulfill user requests by choosing the best intent from multiple options generated by its Automated Speech Recognition and Natural Language Understanding sub-systems. However, voice assistants do not always produce…

机器学习 · 计算机科学 2020-05-05 Raviteja Anantha , Srinivas Chappidi , William Dawoodi

A key challenge of dialog systems research is to effectively and efficiently adapt to new domains. A scalable paradigm for adaptation necessitates the development of generalizable models that perform well in few-shot settings. In this…

计算与语言 · 计算机科学 2021-05-26 Shikib Mehri , Mihail Eric

We introduce GISTBench, a benchmark for evaluating Large Language Models' (LLMs) ability to understand users from their interaction histories in recommendation systems. Unlike traditional RecSys benchmarks that focus on item prediction…

Recommendation systems play a critical role in enhancing user experience and engagement in various online platforms. Traditional methods, such as Collaborative Filtering (CF) and Content-Based Filtering (CBF), rely heavily on past user…

信息检索 · 计算机科学 2025-01-22 Xiaochuan Xu , Zeqiu Xu , Peiyang Yu , Jiani Wang

Note-taking is critical during speeches and discussions, serving not only for later summarization and organization but also for real-time question and opinion reminding in question-and-answer sessions or timely contributions in discussions.…

人机交互 · 计算机科学 2025-03-10 Hsin-Ruey Tsai , Shih-Kang Chiu , Bryan Wang

Prolonged exposure to virtual reality (VR) systems leads to visual fatigue, impairs user comfort, performance, and safety, particularly in high-stakes or long-duration applications. Existing fatigue detection approaches rely on subjective…

人机交互 · 计算机科学 2026-01-21 Numan Zafar , Johnathan Locke , Shafique Ahmad Chaudhry

Vision-Language-Action (VLA) models have recently shown strong potential for robot learning by following language instructions. However, in practice, language alone is often insufficient to precisely convey human intent. It is difficult to…

机器人学 · 计算机科学 2026-05-29 Kuangji Zuo , Gen Li , Bofan Lyu , Yanshuo Lu , Boyu Ma , Shijia Han , Xinyu Zhou , Xichen Yuan , Chuhao Zhou , Jiaqi Bai , Geng Li , Jianfei Yang

Most existing recommender systems represent a user's preference with a feature vector, which is assumed to be fixed when predicting this user's preferences for different items. However, the same vector cannot accurately capture a user's…

信息检索 · 计算机科学 2019-08-22 Fan Liu , Zhiyong Cheng , Changchang Sun , Yinglong Wang , Liqiang Nie , Mohan Kankanhalli

Understanding the behaviors and intentions of humans are one of the main challenges autonomous ground vehicles still faced with. More specifically, when it comes to complex environments such as urban traffic scenes, inferring the intentions…

计算机视觉与模式识别 · 计算机科学 2019-04-23 Khaled Saleh , Mohammed Hossny , Saeid Nahavandi

Goal-oriented requirements variability modelling has established the understanding for adaptability in the early stage of software development-the Requirements Engineering phase. Goal-oriented requirements variability modelling considers…

软件工程 · 计算机科学 2019-05-17 Khavee Agustus Botangen , Jian Yu , Sira Yongchareon , LiangHuai Yang , Quan Bai

We address the problem of detecting attention targets in video. Our goal is to identify where each person in each frame of a video is looking, and correctly handle the case where the gaze target is out-of-frame. Our novel architecture…

计算机视觉与模式识别 · 计算机科学 2020-04-01 Eunji Chong , Yongxin Wang , Nataniel Ruiz , James M. Rehg

As XR devices become widespread, 3D interaction has become commonplace, and UI developers are increasingly required to consider usability to deliver better user experiences. The HCI community has long studied target-pointing performance,…

人机交互 · 计算机科学 2026-01-08 Tatsuya Okuno , Haruto Shimizu , Nobuhito Kasahara , Taiyu Honma , Shota Yamanaka , Homei Miyashita

The letter focuses on Haptic Glove (HG) based control of a Robotic Hand (RH) executing in-hand manipulation of certain objects of interest. The high dimensional motion signals in HG and RH possess intrinsic variability of kinematics…

机器人学 · 计算机科学 2024-03-27 Muneeb Ahmed , Rajesh Kumar , Qaim Abbas , Brejesh Lall , Arzad A. Kherani , Sudipto Mukherjee

Location-based services (LBS) have accumulated extensive human mobility data on diverse behaviors through check-in sequences. These sequences offer valuable insights into users' intentions and preferences. Yet, existing models analyzing…

机器学习 · 计算机科学 2024-11-05 Letian Gong , Yan Lin , Xinyue Zhang , Yiwen Lu , Xuedi Han , Yichen Liu , Shengnan Guo , Youfang Lin , Huaiyu Wan

Predicting fine-grained interests of users with temporal behavior is important to personalization and information filtering applications. However, existing interest prediction methods are incapable of capturing the subtle degreed user…

机器学习 · 计算机科学 2017-10-24 Tong Chen , Lin Wu , Yang Wang , Jun Zhang , Hongxu Chen , Xue Li

Large Language Models (LLMs) are transforming personalized search, recommendations, and customer interaction in e-commerce. Customers increasingly shop across multiple devices, from voice-only assistants to multimodal displays, each…

信息检索 · 计算机科学 2025-11-20 Mariya Hendriksen , Svitlana Vakulenko , Jordan Massiah , Gabriella Kazai , Emine Yilmaz

Modern task-oriented dialog systems need to reliably understand users' intents. Intent detection is most challenging when moving to new domains or new languages, since there is little annotated data. To address this challenge, we present a…

计算与语言 · 计算机科学 2020-12-15 Li Zhang , Qing Lyu , Chris Callison-Burch

While designers increasingly leverage Generative AI for divergent exploration, current interaction is optimized for convergent refinement, forcing users to specify fixed targets rather than open-ended search spaces. Based on a formative…

人机交互 · 计算机科学 2026-05-12 DaEun Choi , Kihoon Son , Jaesang Yu , Hyunjoon Jung , Juho Kim