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Recent advances in browser-based LLM agents have shown promise for automating tasks ranging from simple form filling to hotel booking or online shopping. Current benchmarks measure agent performance in controlled environments, such as…

Artificial Intelligence · Computer Science 2025-10-07 Su Kara , Fazle Faisal , Suman Nath

Modern applications have embraced separation of concerns as a first-order organizing principle through the use of containers, container orchestration, and service meshes. However, adaptation to unexpected network variation has not followed…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-05-11 HyunJong Lee , Shadi Noghabi , Brian Noble , Matthew Furlong , Landon P. Cox

To survive and thrive in complex environments, humans have evolved sophisticated self-improvement mechanisms through environment exploration, hierarchical abstraction of experiences into reuseable skills, and collaborative construction of…

Artificial Intelligence · Computer Science 2025-04-10 Boyuan Zheng , Michael Y. Fatemi , Xiaolong Jin , Zora Zhiruo Wang , Apurva Gandhi , Yueqi Song , Yu Gu , Jayanth Srinivasa , Gaowen Liu , Graham Neubig , Yu Su

Graphical User Interface (GUI) agents are designed to automate complex tasks on digital devices, such as smartphones and desktops. Most existing GUI agents interact with the environment through extracted structured data, which can be…

Human-Computer Interaction · Computer Science 2024-02-26 Kanzhi Cheng , Qiushi Sun , Yougang Chu , Fangzhi Xu , Yantao Li , Jianbing Zhang , Zhiyong Wu

Automation of existing Graphical User Interfaces (GUIs) is important but hard to achieve. Upstream of making the GUI user-accessible or somehow scriptable, even the data-collection to understand the original interface poses significant…

Human-Computer Interaction · Computer Science 2025-04-15 Iason Chaimalas , Arnas Vyšniauskas , Gabriel Brostow

In flexible assembly systems, existing task planning methods require a time-consuming configuration process by multiple experts to establish a production line for a new product. To address this challenge, we propose a multi-agent based task…

Robotics · Computer Science 2026-05-12 Chenhao Zhang , Chaoran Zhang , Zhaobo Xu , Yongbo Yang , Pingfa Feng , Long Zeng

Graphical User Interface (GUI) agents show amazing abilities in assisting human-computer interaction, automating human user's navigation on digital devices. An ideal GUI agent is expected to achieve high accuracy, low latency, and…

Computer Vision and Pattern Recognition · Computer Science 2025-04-17 Zhiyuan Huang , Ziming Cheng , Junting Pan , Zhaohui Hou , Mingjie Zhan

WebAssembly is the new low-level language for the web and has now been implemented in all major browsers since over a year. To ensure the security, performance, and correctness of future web applications, there is a strong need for dynamic…

Programming Languages · Computer Science 2018-09-03 Daniel Lehmann , Michael Pradel

Representing the semantics of GUI screens and components is crucial to data-driven computational methods for modeling user-GUI interactions and mining GUI designs. Existing GUI semantic representations are limited to encoding either the…

Human-Computer Interaction · Computer Science 2021-01-28 Toby Jia-Jun Li , Lindsay Popowski , Tom M. Mitchell , Brad A. Myers

While much work on web agents emphasizes the promise of autonomously performing tasks on behalf of users, in reality, agents often fall short on complex tasks in real-world contexts and modeling user preference. This presents an opportunity…

Artificial Intelligence · Computer Science 2026-03-02 Faria Huq , Zora Zhiruo Wang , Frank F. Xu , Tianyue Ou , Shuyan Zhou , Jeffrey P. Bigham , Graham Neubig

Software libraries for Topological Data Analysis (TDA) offer limited support for interactive visualization. Most libraries only allow to visualize topological descriptors (e.g., persistence diagrams), and lose the connection with the…

Graphics · Computer Science 2022-04-22 Xueyi Bao , Guoxi Liu , Federico Iuricich

LLM-based multimodal emotion recognition relies on static parametric memory and often hallucinates when interpreting nuanced affective states. In this paper, given that single-round retrieval-augmented generation is highly susceptible to…

Computer Vision and Pattern Recognition · Computer Science 2026-04-15 Zeheng Wang , Zitong Yu , Yijie Zhu , Bo Zhao , Haochen Liang , Taorui Wang , Wei Xia , Jiayu Zhang , Zhishu Liu , Hui Ma , Fei Ma , Qi Tian

Software is one of the most powerful tools that we humans have at our disposal; it allows a skilled programmer to interact with the world in complex and profound ways. At the same time, thanks to improvements in large language models…

With the rapid advancement of Vision-Language Models (VLMs), GUI-based mobile agents have emerged as a key development direction for intelligent mobile systems. However, existing agent models continue to face significant challenges in…

Multiagent Systems · Computer Science 2025-09-03 Cheng Zhang , Erhu Feng , Xi Zhao , Yisheng Zhao , Wangbo Gong , Jiahui Sun , Dong Du , Zhichao Hua , Yubin Xia , Haibo Chen

Foundation models have reshaped AI by unifying fragmented architectures into scalable backbones with multimodal reasoning and contextual adaptation. In parallel, the long-standing notion of AI agents, defined by the sensing-decision-action…

Machine Learning · Computer Science 2025-10-02 Sicong Liu , Weiye Wu , Xiangrui Xu , Teng Li , Bowen Pang , Bin Guo , Zhiwen Yu

Graphical User Interface (GUI) agents show strong capabilities for automating web tasks, but existing interactive benchmarks primarily target benign, predictable consumer environments. Their effectiveness in high-stakes, investigative…

Artificial Intelligence · Computer Science 2026-04-16 Renqi Chen , Zeyin Tao , Jianming Guo , Jing Wang , Zezhou Xu , Jingzhe Zhu , Qingqing Sun , Tianyi Zhang , Shuai Chen

Embodied agents, which couple intelligent decision-making with physical actuation in the real world, impose far more stringent and heterogeneous communication requirements than purely software-based agents. While 6G promises sub-millisecond…

Robotics · Computer Science 2026-05-25 Lipeng Dai , Luping Xiang , Kun Yang

With the rapid advancement of commercial multi-modal models, image editing has garnered significant attention due to its widespread applicability in daily life. Despite impressive progress, existing image editing systems, particularly…

Computer Vision and Pattern Recognition · Computer Science 2026-03-10 Yiran Zhao , Yaoqi Ye , Xiang Liu , Michael Qizhe Shieh , Trung Bui

Software Engineering Agents (SWE-Agents) have proven effective for traditional software engineering tasks with accessible codebases, but their performance for embodied tasks requiring well-designed information discovery remains unexplored.…

Software Engineering · Computer Science 2025-10-28 Timothé Boulet , Xavier Hinaut , Clément Moulin-Frier

This paper introduces \textsc{InfantAgent-Next}, a generalist agent capable of interacting with computers in a multimodal manner, encompassing text, images, audio, and video. Unlike existing approaches that either build intricate workflows…

Artificial Intelligence · Computer Science 2026-05-04 Bin Lei , Weitai Kang , Zijian Zhang , Winson Chen , Xi Xie , Shan Zuo , Mimi Xie , Ali Payani , Mingyi Hong , Yan Yan , Caiwen Ding