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Agentic workflows, where multiple AI agents collaborate to accomplish complex tasks like reasoning or planning, play a substantial role in many cutting-edge commercial applications, and continue to fascinate researchers across fields for…

Researchers frequently need to synthesize their own publications into coherent narratives that demonstrate their scholarly contributions. To suit diverse communication contexts, exploring alternative ways to organize one's work while…

人机交互 · 计算机科学 2025-07-22 Runhua Zhang , Yang Ouyang , Leixian Shen , Yuying Tang , Xiaojuan Ma , Huamin Qu , Xian Xu

As generative AI tools like ChatGPT become integral to everyday writing, critical questions arise about how to preserve writers' sense of agency and ownership when using these tools. Yet, a systematic understanding of how AI assistance…

We introduce WordScape, a novel pipeline for the creation of cross-disciplinary, multilingual corpora comprising millions of pages with annotations for document layout detection. Relating visual and textual items on document pages has…

Recent years have witnessed the dramatic growth of paper volumes with plenty of new research papers published every day, especially in the area of computer science. How to glean papers worth reading from the massive literature to do a quick…

计算与语言 · 计算机科学 2022-04-27 Jiayuan Ding , Tong Xiang , Zijing Ou , Wangyang Zuo , Ruihui Zhao , Chenghua Lin , Yefeng Zheng , Bang Liu

Recent advances in deep-research systems have demonstrated the potential for AI agents to autonomously discover and synthesize knowledge from external sources. In this paper, we introduce WebResearcher, a novel framework for building such…

LLM-based tool agents offer natural language interfaces, enabling users to seamlessly interact with computing services. While REST APIs are valuable resources for building such agents, they must first be transformed into AI-compatible…

机器学习 · 计算机科学 2025-01-29 Xinyi Ni , Qiuyang Wang , Yukun Zhang , Pengyu Hong

Synthesizing knowledge from large document collections is a critical yet increasingly complex aspect of qualitative research and knowledge work. While AI offers automation potential, effectively integrating it into human-centric sensemaking…

人机交互 · 计算机科学 2026-02-06 Runlong Ye , Patrick Yung Kang Lee , Matthew Varona , Oliver Huang , Carolina Nobre

This paper introduces Leaderboard Auto Generation (LAG), a novel and well-organized framework for automatic generation of leaderboards on a given research topic in rapidly evolving fields like Artificial Intelligence (AI). Faced with a…

计算与语言 · 计算机科学 2025-10-07 Jian Wu , Jiayu Zhang , Dongyuan Li , Linyi Yang , Aoxiao Zhong , Renhe Jiang , Qingsong Wen , Yue Zhang

Automated web testing plays a critical role in ensuring high-quality user experiences and delivering business value. Traditional approaches primarily focus on code coverage and load testing, but often fall short of capturing complex user…

软件工程 · 计算机科学 2025-09-08 Naimeng Ye , Xiao Yu , Ruize Xu , Tianyi Peng , Zhou Yu

Many research areas rely on data from the web to gain insights and test their methods. However, collecting comprehensive research datasets often demands manually reviewing many web pages to identify and record relevant data points, which is…

多智能体系统 · 计算机科学 2025-12-29 Sunith Vallabhaneni , Thomas Berkane , Maimuna Majumder

AI agents powered by large language models exhibit strong reasoning and problem-solving capabilities, enabling them to assist scientific research tasks such as formula derivation and code generation. However, whether these agents can…

Efficiently identifying keyphrases that represent a given document is a challenging task. In the last years, plethora of keyword detection approaches were proposed. These approaches can be based on statistical (frequency-based) properties…

信息检索 · 计算机科学 2023-12-25 Blaž Škrlj , Boshko Koloski , Senja Pollak

Drug discovery frequently loses momentum when data, expertise, and tools are scattered, slowing design cycles. To shorten this loop we built a hierarchical, tool using agent framework that automates molecular optimisation. A Principal…

机器学习 · 计算机科学 2025-08-06 Atabey Ünlü , Phil Rohr , Ahmet Celebi

Leveraging Multi-modal Large Language Models (MLLMs) to accelerate frontier scientific research is promising, yet how to rigorously evaluate such systems remains unclear. Existing benchmarks mainly focus on single-document understanding,…

人工智能 · 计算机科学 2026-04-14 Lei Xiong , Huaying Yuan , Zheng Liu , Zhao Cao , Zhicheng Dou

We uncover an effective and communicative set of agents working with MadGraph. Agentic installation, learning-by-doing training, and user support provide easy access to state-of-the-art simulations and accelerate LHC research. We show in…

高能物理 - 唯象学 · 物理学 2026-04-08 Tilman Plehn , Daniel Schiller , Nikita Schmal

Workflow automation promises substantial productivity gains in everyday document-related tasks. While prior agentic systems can execute isolated instructions, they struggle with automating multi-step, session-level workflows due to limited…

软件工程 · 计算机科学 2025-12-05 Yanbin Zhang , Hanhui Ye , Yue Bai , Qiming Zhang , Liao Xiang , Wu Mianzhi , Renjun Hu

Automating the synthesis of User Interfaces (UIs) plays a crucial role in enhancing productivity and accelerating the development lifecycle, reducing both development time and manual effort. Recently, the rapid development of Multimodal…

软件工程 · 计算机科学 2025-05-26 Yi Gui , Zhen Li , Zhongyi Zhang , Yao Wan , Dongping Chen , Hongyu Zhang , Yi Su , Bohua Chen , Xing Zhou , Wenbin Jiang , Xiangliang Zhang

We interact with computers on an everyday basis, be it in everyday life or work, and many aspects of work can be done entirely with access to a computer and the Internet. At the same time, thanks to improvements in large language models…

Agentic search such as Deep Research systems-where agents autonomously browse the web, synthesize information, and return comprehensive citation-backed answers-represents a major shift in how users interact with web-scale information. While…