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LLaVA-Plus is a general-purpose multimodal assistant that expands the capabilities of large multimodal models. It maintains a skill repository of pre-trained vision and vision-language models and can activate relevant tools based on users'…

计算机视觉与模式识别 · 计算机科学 2023-11-10 Shilong Liu , Hao Cheng , Haotian Liu , Hao Zhang , Feng Li , Tianhe Ren , Xueyan Zou , Jianwei Yang , Hang Su , Jun Zhu , Lei Zhang , Jianfeng Gao , Chunyuan Li

Distributed digital infrastructures for computation and analytics are now evolving towards an interconnected ecosystem allowing complex applications to be executed from IoT Edge devices to the HPC Cloud (aka the Computing Continuum, the…

分布式、并行与集群计算 · 计算机科学 2021-09-06 Daniel Rosendo , Alexandru Costan , Gabriel Antoniu , Patrick Valduriez

Intelligent agent systems in real-world agricultural scenarios must handle diverse tasks under multimodal inputs, ranging from lightweight information understanding to complex multi-step execution. However, most existing approaches rely on…

计算与语言 · 计算机科学 2026-01-14 Bo Yang , Yu Zhang , Yunkui Chen , Lanfei Feng , Xiao Xu , Nueraili Aierken , Shijian Li

Integrated sensing and communication (ISAC) can enhance artificial intelligence-generated content (AIGC) networks by providing efficient sensing and transmission. Existing AIGC services usually assume that the accuracy of the generated…

机器学习 · 计算机科学 2026-01-15 Ningzhe Shi , Yiqing Zhou , Ling Liu , Jinglin Shi , Yihao Wu , Haiwei Shi , Hanxiao Yu

AI coding agents have become central to developer workflows, yet every existing solution locks its reasoning capabilities within a specific delivery form, such as a CLI, IDE plugin, or web application. This limitation creates systemic…

软件工程 · 计算机科学 2026-04-14 Huacan Wang , Jie Zhou , Ningyan Zhu , Shuo Zhang , Feiyu Chen , Jiarou Wu , Ge Chen , Chen Liu , Wangyi Chen , Xiaofeng Mou , Yi Xu

In an era of rapid technological advancements, agentification of software tools has emerged as a critical innovation, enabling systems to function autonomously and adaptively. This paper introduces MediaMind as a case study to demonstrate…

计算与语言 · 计算机科学 2025-02-19 Ahmet Gunduz , Kamer Ali Yuksel , Hassan Sawaf

Multi-Agent Reinforcement Learning (MARL) is central to robotic systems cooperating in dynamic environments. While prior work has focused on these collaborative settings, adversarial interactions are equally critical for real-world…

机器学习 · 计算机科学 2025-10-03 Isaac Peterson , Christopher Allred , Jacob Morrey , Mario Harper

With recent advances in Large Language Models (LLMs), Agentic AI has become phenomenal in real-world applications, moving toward multiple LLM-based agents to perceive, learn, reason, and act collaboratively. These LLM-based Multi-Agent…

人工智能 · 计算机科学 2025-01-14 Khanh-Tung Tran , Dung Dao , Minh-Duong Nguyen , Quoc-Viet Pham , Barry O'Sullivan , Hoang D. Nguyen

Next generation computer architectures will include order of magnitude more intra-node parallelism; however, many application programmers have a difficult time keeping their codes current with the state-of-the-art machines. In this context,…

计算工程、金融与科学 · 计算机科学 2013-08-08 Andy R. Terrel , Kyle T. Mandli

Large language model (LLM)-based agents are increasingly used to perform complex, multi-step workflows in regulated settings such as compliance and due diligence. However, many agentic architectures rely primarily on prompt engineering of a…

人工智能 · 计算机科学 2026-02-03 Ananya Joshi , Michael Rudow

The transition to 6G calls for tightly integrated sensing and communication to support mission-critical services such as autonomous driving, embodied AI, and high-precision telemedicine. However, most existing ISAC designs rely on a single…

网络与互联网体系结构 · 计算机科学 2026-03-24 Yubo Peng , Luping Xiang , Kun Yang , Feibo Jiang , Kezhi Wang , Christos Masouros

Measuring performance-critical characteristics of application workloads is important both for developers, who must understand and optimize the performance of codes, as well as designers and integrators of HPC systems, who must ensure that…

软件工程 · 计算机科学 2018-11-01 Beau Johnston , Josh Milthorpe

As an emerging paradigm of content creation, AI-Generated Content (AIGC) has been widely adopted by a large number of edge end users. However, the requests for generated content from AIGC users have obvious diversity, and there remains a…

网络与互联网体系结构 · 计算机科学 2024-05-15 Yaju Liu , Xi Lin , Siyuan Li , Gaolei Li , Qinghua Mao , Jianhua Li

Emerging 6G networks rely on complex cross-layer optimization, yet manually translating high-level intents into mathematical formulations remains a bottleneck. While Large Language Models (LLMs) offer promise, monolithic approaches often…

人工智能 · 计算机科学 2026-01-28 Haoyun Li , Ming Xiao , Kezhi Wang , Robert Schober , Dong In Kim , Yong Liang Guan

Many tasks in artificial intelligence require the collaboration of multiple agents. We exam deep reinforcement learning for multi-agent domains. Recent research efforts often take the form of two seemingly conflicting perspectives, the…

人工智能 · 计算机科学 2017-12-21 Xiangyu Kong , Bo Xin , Fangchen Liu , Yizhou Wang

This work deals with Workflow Mining (WM) a very active and promising research area. First, in this paper we give a critical and comparative study of three representative WM systems of this area: the ProM, InWolve and WorkflowMiner systems.…

分布式、并行与集群计算 · 计算机科学 2012-03-21 Mahdi Abdelkafi , Lotfi Bouzguenda , Faiez Gargouri

This search introduces the Multimodal Socialized Learning Framework (M-S2L), designed to foster emergent social intelligence in AI agents by integrating Multimodal Large Language Models (M-LLMs) with social learning mechanisms. The…

多智能体系统 · 计算机科学 2025-11-12 Sureyya Akin , Shruti T. Tiwari , Ram Bhattacharya , Sagar A. Raman , Kiran Mohanty , Sita Krishnan

Human-AI collaboration faces growing challenges as AI systems increasingly outperform humans on complex tasks, while humans remain responsible for orchestration, validation, and decision oversight. To address this imbalance, we introduce…

人机交互 · 计算机科学 2026-02-16 Yuanrong Tang , Huiling Peng , Bingxi Zhao , Hengyang Ding , Hanchao Song , Tianhong Wang , Chen Zhong , Jiangtao Gong

Recent surges in LLM-driven intelligent systems largely overlook decades of foundational multi-agent systems (MAS) research, resulting in frameworks with critical limitations such as centralization and inadequate trust and communication…

多智能体系统 · 计算机科学 2025-10-22 Michael J. Wooldridge , Attila Bagoly , Jonathan J. Ward , Emanuele La Malfa , Gabriel Paludo Licks

Browser agents built on LLMs can act in web interfaces, yet most remain confined to a single chat surface (e.g., a sidebar). This mismatch with real browsing can increase context-switching and reduce user control. We introduce…

人机交互 · 计算机科学 2026-03-25 Wanying Mo , Jijia Lai , Xiaoming Wang