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Robot understanding of human intentions is essential for fluid human-robot interaction. Intentions, however, cannot be directly observed and must be inferred from behaviors. We learn a model of adaptive human behavior conditioned on the…

机器人学 · 计算机科学 2019-01-23 Min Chen , David Hsu , Wee Sun Lee

Intent detection is a key component of modern goal-oriented dialog systems that accomplish a user task by predicting the intent of users' text input. There are three primary challenges in designing robust and accurate intent detection…

计算与语言 · 计算机科学 2021-06-04 Haode Qi , Lin Pan , Atin Sood , Abhishek Shah , Ladislav Kunc , Mo Yu , Saloni Potdar

Recommender systems have been actively and extensively studied over past decades. In the meanwhile, the boom of Big Data is driving fundamental changes in the development of recommender systems. In this paper, we propose a dynamic…

信息检索 · 计算机科学 2017-03-13 Shuai Zhang , Lina Yao

With the rapid increase in digital technologies, most fields of study include recognition of human activity and intention recognition, which are essential in smart environments. In this study, we equipped the activity recognition system…

计算机视觉与模式识别 · 计算机科学 2021-08-05 Sahar Darafsh , Saeed Shiry Ghidary , Morteza Saheb Zamani

We propose a real-time method for reactive motion synthesis based on the known trajectory of input character, predicting instant reactions using only historical, user-controlled motions. Our method handles the uncertainty of future…

图形学 · 计算机科学 2025-07-15 Xiaotang Zhang , Ziyi Chang , Qianhui Men , Hubert Shum

Intent Detection systems in the real world are exposed to complexities of imbalanced datasets containing varying perception of intent, unintended correlations and domain-specific aberrations. To facilitate benchmarking which can reflect…

计算与语言 · 计算机科学 2021-03-25 Gaurav Arora , Chirag Jain , Manas Chaturvedi , Krupal Modi

Detecting the intention of drivers is an essential task in self-driving, necessary to anticipate sudden events like lane changes and stops. Turn signals and emergency flashers communicate such intentions, providing seconds of potentially…

计算机视觉与模式识别 · 计算机科学 2020-11-13 Davi Frossard , Eric Kee , Raquel Urtasun

End-to-end autonomous driving directly generates planning trajectories from raw sensor data, yet it typically relies on costly perception supervision to extract scene information. A critical research challenge arises: constructing an…

计算机视觉与模式识别 · 计算机科学 2025-07-02 Yupeng Zheng , Pengxuan Yang , Zebin Xing , Qichao Zhang , Yuhang Zheng , Yinfeng Gao , Pengfei Li , Teng Zhang , Zhongpu Xia , Peng Jia , Dongbin Zhao

Large language models (LLMs) have demonstrated the potential to mimic human social intelligence. However, most studies focus on simplistic and static self-report or performance-based tests, which limits the depth and validity of the…

人工智能 · 计算机科学 2024-11-05 Ziyi Liu , Abhishek Anand , Pei Zhou , Jen-tse Huang , Jieyu Zhao

We discuss the process of building semantic maps, how to interactively label entities in them, and how to use them to enable context-aware navigation behaviors in human environments. We utilize planar surfaces, such as walls and tables, and…

机器人学 · 计算机科学 2018-08-15 Akansel Cosgun , Henrik Christensen

We present EWareNet, a novel intent and affect-aware social robot navigation algorithm among pedestrians. Our approach predicts the trajectory-based pedestrian intent from gait sequence, which is then used for intent-guided navigation…

机器人学 · 计算机科学 2023-03-09 Venkatraman Narayanan , Bala Murali Manoghar , Rama Prashanth RV , Aniket Bera

Understanding user intentions is challenging for online platforms. Recent work on intention knowledge graphs addresses this but often lacks focus on connecting intentions, which is crucial for modeling user behavior and predicting future…

计算与语言 · 计算机科学 2026-01-21 Jiaxin Bai , Zhaobo Wang , Junfei Cheng , Dan Yu , Zerui Huang , Weiqi Wang , Xin Liu , Chen Luo , Yanming Zhu , Bo Li , Yangqiu Song

Ranking ensemble is a critical component in real recommender systems. When a user visits a platform, the system will prepare several item lists, each of which is generally from a single behavior objective recommendation model. As multiple…

信息检索 · 计算机科学 2023-04-18 Jiayu Li , Peijie Sun , Zhefan Wang , Weizhi Ma , Yangkun Li , Min Zhang , Zhoutian Feng , Daiyue Xue

A multi-modal framework to generate user intention distributions when operating a mobile vehicle is proposed in this work. The model learns from past observed trajectories and leverages traversability information derived from the visual…

机器人学 · 计算机科学 2022-03-17 Kavindie Katuwandeniya , Stefan H. Kiss , Lei Shi , Jaime Valls Miro

Large language models (LLMs) are rapidly emerging in Artificial Intelligence (AI) applications, especially in the fields of natural language processing and generative AI. Not limited to text generation applications, these models inherently…

网络与互联网体系结构 · 计算机科学 2024-04-25 Dimitrios Michael Manias , Ali Chouman , Abdallah Shami

Human-robot collaboration, in which the robot intelligently assists the human with the upcoming task, is an appealing objective. To achieve this goal, the agent needs to be equipped with a fundamental collaborative navigation ability, where…

计算机视觉与模式识别 · 计算机科学 2024-06-05 Changhao Li , Xinyu Sun , Peihao Chen , Jugang Fan , Zixu Wang , Yanxia Liu , Jinhui Zhu , Chuang Gan , Mingkui Tan

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

The pursuit of improved accuracy in recommender systems has led to the incorporation of user context. Context-aware recommender systems typically handle large amounts of data which must be uploaded and stored on the cloud, putting the…

Increasing autonomous vehicles (AVs) in transportation systems makes effective interactions between AVs and pedestrians indispensable. External human--machine interface (eHMI), which employs visual or auditory cues to explicitly convey…

人机交互 · 计算机科学 2026-01-01 Boya Sun , Haotian Shi , Ying Ni , Shaocheng Jia , Haoyang Liang

Recommender systems have played a critical role in diverse digital services such as e-commerce, streaming media, social networks, etc. If we know what a user's intent is in a given session (e.g. do they want to watch short videos or a movie…

信息检索 · 计算机科学 2025-05-22 Sejoon Oh , Moumita Bhattacharya , Yesu Feng , Sudarshan Lamkhede