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Building conversational systems in new domains and with added functionality requires resource-efficient models that work under low-data regimes (i.e., in few-shot setups). Motivated by these requirements, we introduce intent detection…

计算与语言 · 计算机科学 2020-03-11 Iñigo Casanueva , Tadas Temčinas , Daniela Gerz , Matthew Henderson , Ivan Vulić

With the increased importance of autonomous navigation systems has come an increasing need to protect the safety of Vulnerable Road Users (VRUs) such as pedestrians. Predicting pedestrian intent is one such challenging task, where prior…

计算机视觉与模式识别 · 计算机科学 2024-11-21 Vaishnavi Khindkar , Vineeth Balasubramanian , Chetan Arora , Anbumani Subramanian , C. V. Jawahar

In this paper, we propose a novel sequence-aware recommendation model. Our model utilizes self-attention mechanism to infer the item-item relationship from user's historical interactions. With self-attention, it is able to estimate the…

信息检索 · 计算机科学 2018-08-28 Shuai Zhang , Yi Tay , Lina Yao , Aixin Sun

We introduce REPRISE, a REtrospective and PRospective Inference SchEme, which learns temporal event-predictive models of dynamical systems. REPRISE infers the unobservable contextual event state and accompanying temporal predictive models…

机器学习 · 计算机科学 2019-05-03 Martin V. Butz , David Bilkey , Dania Humaidan , Alistair Knott , Sebastian Otte

This study introduces i-GRIP, an innovative movement goal estimator designed to facilitate the control of assistive devices for grasping tasks in individuals with upperlimb impairments. The algorithm operates within a collaborative control…

定量方法 · 定量生物学 2024-09-26 Etienne Moullet , François Bailly , Justin Carpentier , Christine Azevedo Coste

In this paper, we address the new problem of the prediction of human intents. There is neuro-psychological evidence that actions performed by humans are anticipated by peculiar motor acts which are discriminant of the type of action going…

计算机视觉与模式识别 · 计算机科学 2017-09-07 Andrea Zunino , Jacopo Cavazza , Atesh Koul , Andrea Cavallo , Cristina Becchio , Vittorio Murino

Diseases resulting from prolonged smoking are the most common preventable causes of death in the world today. In this report we investigate the success of utilizing accelerometer sensors in smart watches to identify smoking gestures. Early…

机器学习 · 计算机科学 2020-03-06 Casey A. Cole , Bethany Janos , Dien Anshari , James F. Thrasher , Scott Strayer , Homayoun Valafar

Humans directly completing tasks in dangerous or hazardous conditions is not always possible where these tasks are increasingly be performed remotely by teleoperated robots. However, teleoperation is difficult since the operator feels a…

机器人学 · 计算机科学 2025-04-07 Jeremy D. Webb , Michael Bowman , Songpo Li , Xiaoli Zhang

Humans have the fascinating capacity of processing non-verbal visual cues to understand and anticipate the actions of other humans. This "intention reading" ability is underpinned by shared motor-repertoires and action-models, which we use…

Mounting evidence suggests that adaptation is a crucial mechanism for rehabilitation robots in promoting motor learning. Yet, it is commonly based on robot-derived movement kinematics, which is a rather subjective measurement of…

机器人学 · 计算机科学 2020-02-20 Neelesh Kumar , Konstantinos P. Michmizos

As autonomous machines such as robots and vehicles start performing tasks involving human users, ensuring a safe interaction between them becomes an important issue. Translating methods from human-robot interaction (HRI) studies to the…

机器人学 · 计算机科学 2021-06-04 Erwin Jose Lopez Pulgarin , Guido Herrmann , Ute Leonards

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

How to build AI that understands human intentions, and uses this knowledge to collaborate with people? We describe a computational framework for evaluating models of goal inference in the domain of 3D motor actions, which receives as input…

人工智能 · 计算机科学 2021-12-03 Yingdong Qian , Marta Kryven , Tao Gao , Hanbyul Joo , Josh Tenenbaum

Predicting human intention is critical to facilitating safe and efficient human-robot collaboration (HRC). However, it is challenging to build data-driven models for human intention prediction. One major challenge is due to the diversity…

机器学习 · 计算机科学 2022-09-27 Ruixuan Liu , Changliu Liu

Social interactions are a fundamental part of daily life and play a critical role in well-being. As emerging technologies offer opportunities to unobtrusively monitor behavior, there is growing interest in using them to better understand…

人机交互 · 计算机科学 2025-08-07 Md Sabbir Ahmed , Arafat Rahman , Mark Rucker , Laura E. Barnes

Intent detection is a text classification task whose aim is to recognize and label the semantics behind a users query. It plays a critical role in various business applications. The output of the intent detection module strongly conditions…

机器学习 · 计算机科学 2024-08-07 Eduardo Sanchez-Karhunen , Jose F. Quesada-Moreno , Miguel A. Gutiérrez-Naranjo

In this paper, we develop a neural attentive interpretable recommendation system, named NAIRS. A self-attention network, as a key component of the system, is designed to assign attention weights to interacted items of a user. This attention…

信息检索 · 计算机科学 2019-02-21 Shuai Yu , Yongbo Wang , Min Yang , Baocheng Li , Qiang Qu , Jialie Shen

In sensitive scenarios, such as meetings, negotiations, and team sports, messages must be conveyed without detection by non-collaborators. Previous methods, such as encrypting messages, eye contact, and micro-gestures, had problems with…

人机交互 · 计算机科学 2024-11-22 Hongxin Li , Jingsheng Tang , Xuechao Xu , Wei Dai , Yaru Liu , Junhao Xiao , Huimin Lu , Zongtan Zhou

This paper proposes an interactive system for mobile devices controlled by hand gestures aimed at helping people with visual impairments. This system allows the user to interact with the device by making simple static and dynamic hand…

计算机视觉与模式识别 · 计算机科学 2022-07-27 Samer Alashhab , Antonio Javier Gallego , Miguel Ángel Lozano

This paper presents a 3-step system that estimates the real-time energy expenditure of an individual in a non-intrusive way. First, using the user's smart-phone's sensors, we build a Decision Tree model to recognize his physical activity…

计算机与社会 · 计算机科学 2020-09-09 Maxime De Bois , Hamdi Amroun , Mehdi Ammi