English
Related papers

Related papers: MediaClaw: Multimodal Intelligent-Agent Platform T…

200 papers

With the rapid development of large model technology, the application of agent technology in various fields is becoming increasingly widespread, profoundly changing people's work and lifestyles. In complex and dynamic systems, multi-agents…

Multiagent Systems · Computer Science 2024-11-28 Zhihua Duan , Jialin Wang

As artificial intelligence research advances, the platforms used to evaluate AI agents need to adapt and grow to continue to challenge them. We present the Polycraft World AI Lab (PAL), a task simulator with an API based on the Minecraft…

The integration of Artificial Intelligence (AI) with High-Performance Computing (HPC) is transforming scientific workflows from human-directed pipelines into adaptive systems capable of autonomous decision-making. Large language models…

Autonomous agent systems such as OpenClaw introduce significant efficiency challenges due to long-context inputs and multi-turn reasoning. This results in prohibitively high computational and monetary costs in real-world development. While…

Artificial Intelligence · Computer Science 2026-04-27 Manyi Zhang , Ji-Fu Li , Zhongao Sun , Xiaohao Liu , Zhenhua Dong , Xianzhi Yu , Haoli Bai , Xiaobo Xia

Large language models (LLMs) have enabled a new class of agentic AI systems that reason, plan, and act by invoking external tools. However, most existing agentic architectures remain centralized and monolithic, limiting scalability,…

Computer Science and Game Theory · Computer Science 2026-02-04 Ya-Ting Yang , Quanyan Zhu

Claw-style environments support multi-step workflows over local files, tools, and persistent workspace states. However, scalable development around these environments remains constrained by the absence of a systematic framework, especially…

Computation and Language · Computer Science 2026-05-19 Fei Bai , Huatong Song , Shuang Sun , Daixuan Cheng , Yike Yang , Chuan Hao , Renyuan Li , Feng Chang , Yuan Wei , Ran Tao , Bryan Dai , Jian Yang , Wayne Xin Zhao , Ji-Rong Wen

We present the PowerGridworld software package to provide users with a lightweight, modular, and customizable framework for creating power-systems-focused, multi-agent Gym environments that readily integrate with existing training…

Machine Learning · Computer Science 2021-11-12 David Biagioni , Xiangyu Zhang , Dylan Wald , Deepthi Vaidhynathan , Rohit Chintala , Jennifer King , Ahmed S. Zamzam

LLM-based agents are increasingly expected to handle real-world assistant tasks, yet existing benchmarks typically evaluate them under isolated sources of difficulty, such as a single environment or fully specified instructions. This leaves…

Computation and Language · Computer Science 2026-04-16 Xiang Long , Li Du , Yilong Xu , Fangcheng Liu , Haoqing Wang , Ning Ding , Ziheng Li , Jianyuan Guo , Yehui Tang

Multi-agent large language model (LLM) systems have shown promise for solving complex tasks through agent collaboration. However, existing frameworks assign tasks based on predefined roles without considering whether an agent can accurately…

Artificial Intelligence · Computer Science 2026-05-19 Chenyu Wang , Yang Shu

Currently, the generative model has garnered considerable attention due to its application in addressing the challenge of scarcity of abnormal samples in the industrial Internet of Things (IoT). However, challenges persist regarding the…

Networking and Internet Architecture · Computer Science 2024-05-07 Siyuan Li , Xi Lin , Hansong Xu , Kun Hua , Xiaomin Jin , Gaolei Li , Jianhua Li

Generative AI faces many challenges when entering the product design workflow, such as interface usability and interaction patterns. Therefore, based on design thinking and design process, we developed the DesignGPT multi-agent…

Artificial Intelligence · Computer Science 2023-11-21 Shiying Ding , Xinyi Chen , Yan Fang , Wenrui Liu , Yiwu Qiu , Chunlei Chai

We introduce ComfyUI-Copilot, a large language model-powered plugin designed to enhance the usability and efficiency of ComfyUI, an open-source platform for AI-driven art creation. Despite its flexibility and user-friendly interface,…

Computation and Language · Computer Science 2025-06-06 Zhenran Xu , Xue Yang , Yiyu Wang , Qingli Hu , Zijiao Wu , Longyue Wang , Weihua Luo , Kaifu Zhang , Baotian Hu , Min Zhang

Cloud platforms allow users to execute tasks directly from their web browser and are a key enabling technology not only for commerce but also for computational science. Research software is often developed by scientists with limited…

Intelligent systems have traditionally been designed as tools rather than collaborators, often lacking critical characteristics that collaboration partnerships require. Recent advances in large language model (LLM) agents open new…

Human-Computer Interaction · Computer Science 2026-02-17 Bingsheng Yao , Jiaju Chen , Chaoran Chen , April Wang , Toby Jia-jun Li , Dakuo Wang

AI-augmented data workflows introduce complex governance challenges, as both human and model-driven processes generate, transform, and consume data artifacts. These workflows blend heterogeneous tools, dynamic execution patterns, and opaque…

Databases · Computer Science 2025-08-12 Jinjin Zhao , Sanjay Krishnan

As AI Agents based on Large Language Models (LLMs) have shown potential in practical applications across various fields, how to quickly deploy an AI agent and how to conveniently expand the application scenario of AI agents has become a…

Artificial Intelligence · Computer Science 2024-03-25 Peng Xu , Haoran Wang , Chuang Wang , Xu Liu

Recent advancements in Large Language Models (LLMs) have shown significant progress in understanding complex natural language. One important application of LLM is LLM-based AI Agent, which leverages the ability of LLM as well as external…

Computation and Language · Computer Science 2024-07-19 Zelong Li , Shuyuan Xu , Kai Mei , Wenyue Hua , Balaji Rama , Om Raheja , Hao Wang , He Zhu , Yongfeng Zhang

Medical imaging benchmarks often evaluate VLMs on pre-selected 2D images, slices, crops, or patches, making evaluation closer to visual recognition. Real clinical workflows impose a different burden: readers must search through complete…

Computer Vision and Pattern Recognition · Computer Science 2026-05-14 Weixiang Shen , Chengzhi Shen , Yanzhu Hu , Che Liu , Junde Wu , Jiayuan Zhu , Xiao Han , Zongyue Li , Jingpei Wu , Min Xu , Daguang Xu , Yueming Jin , Benedikt Wiestler , Daniel Rueckert , Jiazhen Pan

The Agent and AIGC (Artificial Intelligence Generated Content) technologies have recently made significant progress. We propose AesopAgent, an Agent-driven Evolutionary System on Story-to-Video Production. AesopAgent is a practical…

Computer Vision and Pattern Recognition · Computer Science 2024-03-14 Jiuniu Wang , Zehua Du , Yuyuan Zhao , Bo Yuan , Kexiang Wang , Jian Liang , Yaxi Zhao , Yihen Lu , Gengliang Li , Junlong Gao , Xin Tu , Zhenyu Guo