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Web agents, which couple language models with browsing and tool-use capabilities, show promise as open web assistants. Yet progress is increasingly limited by the lack of scalable, process-level supervision. Existing benchmarks are largely…

Artificial Intelligence · Computer Science 2026-05-29 Tenghao Huang , Kung-Hsiang Huang , Prafulla Kumar Choubey , Yilun Zhou , Muhao Chen , Jonathan May , Chien-Sheng Wu

Web browsers are a portal to the internet, where much of human activity is undertaken. Thus, there has been significant research work in AI agents that interact with the internet through web browsing. However, there is also another…

Computation and Language · Computer Science 2025-06-18 Yueqi Song , Frank Xu , Shuyan Zhou , Graham Neubig

Natural language is an effective tool for communication, as information can be expressed in different ways and at different levels of complexity. Verbal commands, utilized for instructing robot tasks, can therefor replace traditional robot…

Robotics · Computer Science 2023-12-01 P. Telkes , A. Angleraud , R. Pieters

We present a novel approach for generating plausible verbal interactions between virtual human-like agents and user avatars in shared virtual environments. Sense-Plan-Ask, or SPA, extends prior work in propositional planning and natural…

Multiagent Systems · Computer Science 2020-02-11 Andrew Best , Sahil Narang , Dinesh Manocha

With the development of online business, customer service agents gradually play a crucial role as an interface between the companies and their customers. Most companies spend a lot of time and effort on hiring and training customer service…

Computation and Language · Computer Science 2022-04-28 Shuang Peng , Shuai Zhu , Minghui Yang , Haozhou Huang , Dan Liu , Zujie Wen , Xuelian Li , Biao Fan

Graphical User Interface (GUI) automation holds significant promise for enhancing human productivity by assisting with computer tasks. Existing task formulations primarily focus on simple tasks that can be specified by a single,…

Computer Vision and Pattern Recognition · Computer Science 2024-06-17 Kevin Qinghong Lin , Linjie Li , Difei Gao , Qinchen WU , Mingyi Yan , Zhengyuan Yang , Lijuan Wang , Mike Zheng Shou

Given the significant advances in Large Vision Language Models (LVLMs) in reasoning and visual understanding, mobile agents are rapidly emerging to meet users' automation needs. However, existing evaluation benchmarks are disconnected from…

Computation and Language · Computer Science 2025-08-18 Zeyu Huang , Juyuan Wang , Longfeng Chen , Boyi Xiao , Leng Cai , Yawen Zeng , Jin Xu

In this paper, we introduce Watch-And-Help (WAH), a challenge for testing social intelligence in agents. In WAH, an AI agent needs to help a human-like agent perform a complex household task efficiently. To succeed, the AI agent needs to i)…

Artificial Intelligence · Computer Science 2021-05-04 Xavier Puig , Tianmin Shu , Shuang Li , Zilin Wang , Yuan-Hong Liao , Joshua B. Tenenbaum , Sanja Fidler , Antonio Torralba

Intelligent assistants that follow commands or answer simple questions, such as Siri and Google search, are among the most economically important applications of AI. Future conversational AI assistants promise even greater capabilities and…

Artificial Intelligence · Computer Science 2020-08-28 Katya Kudashkina , Patrick M. Pilarski , Richard S. Sutton

Determining how voice assistants should broker consent to share data with third party software has proven to be a complex problem. Devices often require users to switch to companion smartphone apps in order to navigate permissions menus for…

Human-Computer Interaction · Computer Science 2022-04-22 William Seymour , Mark Cote , Jose Such

In this report, we describe the vision, challenges, and scientific contributions of the Task Wizard team, TWIZ, in the Alexa Prize TaskBot Challenge 2022. Our vision, is to build TWIZ bot as an helpful, multimodal, knowledgeable, and…

Computation and Language · Computer Science 2024-01-23 Rafael Ferreira , Diogo Tavares , Diogo Silva , Rodrigo Valério , João Bordalo , Inês Simões , Vasco Ramos , David Semedo , João Magalhães

Voice assistants are deployed widely and provide useful functionality. However, recent work has shown that commercial systems like Amazon Alexa and Google Home are vulnerable to voice-based confusion attacks that exploit design issues. We…

Cryptography and Security · Computer Science 2022-12-20 Ashish Hooda , Matthew Wallace , Kushal Jhunjhunwalla , Earlence Fernandes , Kassem Fawaz

In general, self help systems are being increasingly deployed by service based industries because they are capable of delivering better customer service and increasingly the switch is to voice based self help systems because they provide a…

Computation and Language · Computer Science 2015-04-08 Sunil Kumar Kopparapu

Vision-Language-Action (VLA) models have emerged as a generalist robotic agent. However, existing VLAs are hindered by excessive parameter scales, prohibitive pre-training requirements, and limited applicability to diverse embodiments. To…

With the rise of Large Language Models (LLMs), AI assistants' ability to utilize tools, especially through API calls, has advanced notably. This progress has necessitated more accurate evaluation methods. Many existing studies adopt static…

Computation and Language · Computer Science 2024-03-28 Honglin Mu , Yang Xu , Yunlong Feng , Xiaofeng Han , Yitong Li , Yutai Hou , Wanxiang Che

One of the central challenges preventing robots from acquiring complex manipulation skills is the prohibitive cost of collecting large-scale robot demonstrations. In contrast, humans are able to learn efficiently by watching others interact…

Robotics · Computer Science 2025-11-13 Changhe Chen , Quantao Yang , Xiaohao Xu , Nima Fazeli , Olov Andersson

In this paper, we introduce the Generalist Virtual Agent (GVA), an autonomous entity engineered to function across diverse digital platforms and environments, assisting users by executing a variety of tasks. This survey delves into the…

Multiagent Systems · Computer Science 2024-11-19 Minghe Gao , Wendong Bu , Bingchen Miao , Yang Wu , Yunfei Li , Juncheng Li , Siliang Tang , Qi Wu , Yueting Zhuang , Meng Wang

Large language models (LLMs) have displayed massive improvements in reasoning and decision-making skills and can hold natural conversations with users. Many recent works seek to augment LLM-based assistants with external tools so they can…

Computation and Language · Computer Science 2023-11-21 Nicholas Farn , Richard Shin

Web agents such as Deep Research have demonstrated superhuman cognitive abilities, capable of solving highly challenging information-seeking problems. However, most research remains primarily text-centric, overlooking visual information in…

Information Retrieval · Computer Science 2025-09-03 Xinyu Geng , Peng Xia , Zhen Zhang , Xinyu Wang , Qiuchen Wang , Ruixue Ding , Chenxi Wang , Jialong Wu , Yida Zhao , Kuan Li , Yong Jiang , Pengjun Xie , Fei Huang , Jingren Zhou

With advances in generative AI, there is now potential for autonomous agents to manage daily tasks via natural language commands. However, current agents are primarily created and tested in simplified synthetic environments, leading to a…

Artificial Intelligence · Computer Science 2024-04-17 Shuyan Zhou , Frank F. Xu , Hao Zhu , Xuhui Zhou , Robert Lo , Abishek Sridhar , Xianyi Cheng , Tianyue Ou , Yonatan Bisk , Daniel Fried , Uri Alon , Graham Neubig