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The ability to predict a user's information need would have wide-ranging implications, from saving time and effort to mitigating vocabulary gaps. We study how to interactively predict a user's information need by letting them select a…

信息检索 · 计算机科学 2025-01-07 Kevin Ros , Dhyey Pandya , ChengXiang Zhai

Network interpretation as an effort to reveal the features learned by a network remains largely visualization-based. In this paper, our goal is to tackle semantic network interpretation at both filter and decision level. For filter-level…

计算机视觉与模式识别 · 计算机科学 2021-11-22 Pei Guo , Ryan Farrell

The recently introduced atomic norm minimization (ANM) framework for parameter estimation is a promising candidate towards low overhead channel estimation in wireless communications. However, previous works on ANM-based channel estimation…

信息论 · 计算机科学 2018-09-05 Stelios Stefanatos , Mahdi Barzegar Khalilsarai , Gerhard Wunder

Task oriented Dialogue Systems generally employ intent detection systems in order to map user queries to a set of pre-defined intents. However, user queries appearing in natural language can be easily ambiguous and hence such a direct…

人工智能 · 计算机科学 2024-12-09 Kaustubh D. Dhole

We present techniques for automatically inferring formal properties of feed-forward neural networks. We observe that a significant part (if not all) of the logic of feed forward networks is captured in the activation status ('on' or 'off')…

机器学习 · 计算机科学 2020-09-14 Divya Gopinath , Hayes Converse , Corina S. Pasareanu , Ankur Taly

For AI agents to be helpful to humans, they should be able to follow natural language instructions to complete everyday cooperative tasks in human environments. However, real human instructions inherently possess ambiguity, because the…

人工智能 · 计算机科学 2024-09-27 Yanming Wan , Yue Wu , Yiping Wang , Jiayuan Mao , Natasha Jaques

In human-robot collaboration, shared control presents an opportunity to teleoperate robotic manipulation to improve the efficiency of manufacturing and assembly processes. Robots are expected to assist in executing the user's intentions. To…

机器人学 · 计算机科学 2024-04-01 Mingyu Cai , Karankumar Patel , Soshi Iba , Songpo Li

Robots are becoming increasingly omnipresent in our daily lives, supporting us and carrying out autonomous tasks. In Human-Robot Interaction, human actors benefit from understanding the robot's motion intent to avoid task failures and…

人机交互 · 计算机科学 2023-08-09 Max Pascher , Uwe Gruenefeld , Stefan Schneegass , Jens Gerken

In the domain of autonomous household robots, it is of utmost importance for robots to understand human behaviors and provide appropriate services. This requires the robots to possess the capability to analyze complex human behaviors and…

机器人学 · 计算机科学 2025-04-11 Zhe Sun , Rujie Wu , Xiaodong Yang , Hongzhao Xie , Haiyan Jiang , Junda Bi , Zhenliang Zhang

When faced with accomplishing a task, human experts exhibit intentional behavior. Their unique intents shape their plans and decisions, resulting in experts demonstrating diverse behaviors to accomplish the same task. Due to the…

机器学习 · 计算机科学 2024-04-29 Sangwon Seo , Vaibhav Unhelkar

Effective communication is an essential component in collaborative multi-agent systems. Situations where explicit messaging is not feasible have been common in human society throughout history, which motivate the study of implicit…

多智能体系统 · 计算机科学 2025-02-11 Han Wang , Binbin Chen , Tieying Zhang , Baoxiang Wang

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

Intention prediction has become a relevant field of research in Human-Machine and Human-Robot Interaction. Indeed, any artificial system (co)-operating with and along humans, designed to assist and coordinate its actions with a human…

机器人学 · 计算机科学 2025-03-20 Anna Belardinelli

For machine agents to successfully interact with humans in real-world settings, they will need to develop an understanding of human mental life. Intuitive psychology, the ability to reason about hidden mental variables that drive observable…

In conversational AI systems, a critical challenge in training effective multi-turn intent classification models lies in the generation of large-scale, domain-specific, multilingual dialogue datasets. In this paper, we introduce…

计算与语言 · 计算机科学 2025-09-03 Junhua Liu , Yong Keat Tan , Bin Fu , Kwan Hui Lim

One of the key factors determining whether autonomous vehicles (AVs) can be seamlessly integrated into existing traffic systems is their ability to interact smoothly and efficiently with human drivers and communicate their intentions. While…

机器人学 · 计算机科学 2024-09-05 Jiaqi Liu , Xiao Qi , Ying Ni , Jian Sun , Peng Hang

When applying machine learning to sensitive data, one has to find a balance between accuracy, information security, and computational-complexity. Recent studies combined Homomorphic Encryption with neural networks to make inferences while…

机器学习 · 计算机科学 2019-06-07 Alon Brutzkus , Oren Elisha , Ran Gilad-Bachrach

Embodied AI Agents are quickly becoming important and common tools in society. These embodied agents should be able to learn about and accomplish a wide range of user goals and preferences efficiently and robustly. Large Language Models…

人工智能 · 计算机科学 2026-02-20 Rachel Ma , Jingyi Qu , Andreea Bobu , Dylan Hadfield-Menell

In task-oriented dialogue systems, intent detection is crucial for interpreting user queries and providing appropriate responses. Existing research primarily addresses simple queries with a single intent, lacking effective systems for…

计算与语言 · 计算机科学 2024-10-31 Ankan Mullick , Sombit Bose , Abhilash Nandy , Gajula Sai Chaitanya , Pawan Goyal

Interactive systems have taken over the web and mobile space with increasing participation from users. Applications across every marketing domain can now be accessed through mobile or web where users can directly perform certain actions and…

人工智能 · 计算机科学 2017-12-06 Rakshit Agrawal , Anwar Habeeb , Chih-Hsin Hsueh