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As humans delegate more tasks and decisions to artificial intelligence (AI), we risk losing control of our individual and collective futures. Relatively simple algorithmic systems already steer human decision-making, such as social media…

Computers and Society · Computer Science 2025-09-11 Benjamin Sturgeon , Daniel Samuelson , Jacob Haimes , Jacy Reese Anthis

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…

Computation and Language · Computer Science 2025-10-07 Jian Wu , Jiayu Zhang , Dongyuan Li , Linyi Yang , Aoxiao Zhong , Renhe Jiang , Qingsong Wen , Yue Zhang

Peer review remains the central quality-control mechanism of science, yet its ability to fulfill this role is increasingly strained. Empirical studies document serious shortcomings: long publication delays, escalating reviewer burden…

Modern AI algorithms require labeled data. In real world, majority of data are unlabeled. Labeling the data are costly. this is particularly true for some areas requiring special skills, such as reading radiology images by physicians. To…

Machine Learning · Statistics 2026-03-31 Yiran Huang , Jian-Feng Yang , Haoda Fu

Scientific discovery is being revolutionized by AI and autonomous systems, yet current autonomous laboratories remain isolated islands unable to collaborate across institutions. We present the Autonomous Interconnected Science Lab Ecosystem…

We present DeepClaw as a reconfigurable benchmark of robotic hardware and task hierarchy for robot learning. The DeepClaw benchmark aims at a mechatronics perspective of the robot learning problem, which features a minimum design of robot…

Robotics · Computer Science 2020-05-07 Fang Wan , Haokun Wang , Xiaobo Liu , Linhan Yang , Chaoyang Song

The rapid progress of large language models (LLMs) has opened new opportunities for education. While learners can interact with academic papers through LLM-powered dialogue, limitations still exist: the lack of structured organization and…

Human-Computer Interaction · Computer Science 2026-04-02 Yuheng Yang , Wenjia Jiang , Yang Wang , Yi Song , Yiwei Wang , Chi Zhang

Human-AI interaction researchers face an overwhelming challenge: synthesizing insights from thousands of empirical studies to understand how AI impacts people and inform effective design. Existing approach for literature reviews cluster…

Human-Computer Interaction · Computer Science 2025-10-01 Chayapatr Archiwaranguprok , Awu Chen , Sheer Karny , Hiroshi Ishii , Pattie Maes , Pat Pataranutaporn

Autonomous research systems increasingly make the scientific workflow executable: agents can propose ideas, run code, inspect results, and draft papers. But executable workflows do not by themselves produce research judgment. We analyze…

Multiagent Systems · Computer Science 2026-05-22 Chengcheng Wang , Qinhua Xie , Wei He , Jianyuan Guo , Shiqi Wang , Chang Xu

Academic writing process has benefited from various technological developments over the years including search engines, automatic translators, and editing tools that review grammar and spelling mistakes. They have enabled human writers to…

Computers and Society · Computer Science 2023-10-10 Won Ik Cho , Eunjung Cho , Kyunghyun Cho

With the rapid development of Large Language Models (LLMs), AI agents have demonstrated increasing proficiency in scientific tasks, ranging from hypothesis generation and experimental design to manuscript writing. Such agent systems are…

AI agents are increasingly deployed across diverse domains to automate complex workflows through long-horizon and high-stakes action executions. Due to their high capability and flexibility, such agents raise significant security and safety…

Recent improvements in large language models (LLMs) have led many researchers to focus on building fully autonomous AI agents. This position paper questions whether this approach is the right path forward, as these autonomous systems still…

Autonomous coding agents are increasingly integrated into software development workflows, offering capabilities that extend beyond code suggestion to active system interaction and environment management. OpenClaw, a representative platform…

Cryptography and Security · Computer Science 2026-03-23 Fazhong Liu , Zhuoyan Chen , Tu Lan , Haozhen Tan , Zhenyu Xu , Xiang Li , Guoxing Chen , Yan Meng , Haojin Zhu

Scientific experimentation and manufacturing rely on prolonged protocol development and complex, multi-step implementation, which require continuous human expertise for precise execution and decision-making, limiting interpretability and…

Artificial Intelligence · Computer Science 2026-02-09 Xinyi Lin , Yuyang Zhang , Yuanhang Gan , Juntao Chen , Hao Shen , Yichun He , Lijun Li , Ze Yuan , Shuang Wang , Chaohao Wang , Rui Zhang , Na Li , Jia Liu

Generative AI (GenAI) tools are radically expanding the scope and capability of automation in knowledge work such as academic research. While promising for augmenting cognition and streamlining processes, AI-assisted research tools may also…

Human-Computer Interaction · Computer Science 2025-04-22 Runlong Ye , Matthew Varona , Oliver Huang , Patrick Yung Kang Lee , Michael Liut , Carolina Nobre

Artificial intelligence (AI) agents are emerging as transformative tools in drug discovery, with the ability to autonomously reason, act, and learn through complicated research workflows. Building on large language models (LLMs) coupled…

Practical lab education in computer science often faces challenges such as plagiarism, lack of proper lab records, unstructured lab conduction, inadequate execution and assessment, limited practical learning, low student engagement, and…

Computers and Society · Computer Science 2025-10-01 Vaishnavi Sharma , Rakesh Thakur , Shashwat Sharma , Kritika Panjanani

LLM-powered multi-agent systems can now automate the full research pipeline from ideation to paper writing, but a fundamental question remains: automation for whom? Researchers operate under different resource configurations, hold different…

Artificial Intelligence · Computer Science 2026-05-18 Jinhang Xu , Qiyuan Zhu , Yujun Wu , Zirui Wang , Dongxu Zhang , Marcia Tian , Yiling Duan , Siyuan Li , Jingxuan Wei , Sirui Han , Yike Guo , Odin Zhang , Conghui He , Cheng Tan

Health informatics research is characterized by diverse data modalities, rapid knowledge expansion, and the need to integrate insights across biomedical science, data analytics, and clinical practice. These characteristics make it…

Artificial Intelligence · Computer Science 2025-09-24 Yuxiao Cheng , Jinli Suo
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