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This article surveys Cognitive Edge Computing as a practical and methodical pathway for deploying reasoning-capable Large Language Models (LLMs) and autonomous AI agents on resource-constrained devices at the network edge. We present a…

机器学习 · 计算机科学 2025-11-10 Xubin Wang , Qing Li , Weijia Jia

Owing to the advanced communication networks and intelligent electronic devices, the cyber-physical distribution systems (CPDSs) possess the capability to perform flexible economic dispatch and achieve rapid self-healing from extreme…

系统与控制 · 电气工程与系统科学 2025-06-25 Yulin Liu , Zhaojun Ruan , Libao Shi

Ensuring Service Level Objectives (SLOs) in large-scale architectures, such as Distributed Computing Continuum Systems (DCCS), is challenging due to their heterogeneous nature and varying service requirements across different devices and…

分布式、并行与集群计算 · 计算机科学 2025-08-22 Alfreds Lapkovskis , Boris Sedlak , Sindri Magnússon , Schahram Dustdar , Praveen Kumar Donta

Mental health assessment is crucial for early intervention and effective treatment, yet traditional clinician-based approaches are limited by the shortage of qualified professionals. Recent advances in artificial intelligence have sparked…

计算与语言 · 计算机科学 2025-08-18 Jinpeng Hu , Ao Wang , Qianqian Xie , Hui Ma , Zhuo Li , Dan Guo

Large Language Models (LLMs) have advanced artificial intelligence by enabling human-like text generation and natural language understanding. However, their reliance on static training data limits their ability to respond to dynamic,…

人工智能 · 计算机科学 2026-04-02 Aditi Singh , Abul Ehtesham , Saket Kumar , Tala Talaei Khoei , Athanasios V. Vasilakos

Large language models are moving scientific research from text assistance toward agentic workflows, yet biological research requires strong object validation, methodological suitability, reproducibility, and auditability. Prompt…

定量方法 · 定量生物学 2026-05-25 Zhenyu Ma , Yuyang Song , Chunyi Yang , Jingyi Zhu , Limei Xu , Min Xiao , Xukai Jiang

The Agentic Service Ecosystem consists of heterogeneous autonomous agents (e.g., intelligent machines, humans, and human-machine hybrid systems) that interact through resource exchange and service co-creation. These agents, with distinct…

多智能体系统 · 计算机科学 2025-08-12 Xuwen Zhang , Xiao Xue , Xia Xie , Qun Ma , Xiangning Yu , Deyu Zhou , Yifan Wang , Ming Zhang

We present Agent S, an open agentic framework that enables autonomous interaction with computers through a Graphical User Interface (GUI), aimed at transforming human-computer interaction by automating complex, multi-step tasks. Agent S…

人工智能 · 计算机科学 2024-10-11 Saaket Agashe , Jiuzhou Han , Shuyu Gan , Jiachen Yang , Ang Li , Xin Eric Wang

Measuring and evaluating network resilience has become an important aspect since the network is vulnerable to both uncertain disturbances and malicious attacks. Networked systems are often composed of many dynamic components and change over…

网络与互联网体系结构 · 计算机科学 2021-08-23 Shanqing Jiang , Lin Yang , Guang Cheng , Xianming Gao , Tao Feng , Yuyang Zhou

To address the ``reusability dilemma'' and structural hallucinations in enterprise Agentic AI,this paper proposes ReusStdFlow, a framework centered on a novel ``Extraction-Storage-Construction'' paradigm. The framework deconstructs…

人工智能 · 计算机科学 2026-02-17 Gaoyang Zhang , Shanghong Zou , Yafang Wang , He Zhang , Ruohua Xu , Feng Zhao

The rapid evolution of the web has led to an exponential growth in content. Recommender systems play a crucial role in Human-Computer Interaction (HCI) by tailoring content based on individual preferences. Despite their importance,…

信息检索 · 计算机科学 2023-10-18 Yubo Shu , Haonan Zhang , Hansu Gu , Peng Zhang , Tun Lu , Dongsheng Li , Ning Gu

Recent years, multimodal models have made remarkable strides and pave the way for intelligent browser use agents. However, when solving tasks on real world webpages in multi-turn, long-horizon trajectories, current agents still suffer from…

人工智能 · 计算机科学 2025-09-26 Kaiwen He , Zhiwei Wang , Chenyi Zhuang , Jinjie Gu

The path to higher network autonomy in 6G lies beyond the mere optimization of key performance indicators (KPIs), requiring systems that perceive and reason over the network environment as it is. This can be achieved through agentic AI,…

网络与互联网体系结构 · 计算机科学 2026-05-15 Hatim Chergui , Farhad Rezazadeh , Merouane Debbah , Christos Verikoukis

Medical imaging research is increasingly shifting from controlled benchmark evaluation toward real-world clinical deployment. In such settings, applying analytical methods extends beyond model design to require dataset-aware workflow…

Large Language Models (LLMs) have emerged as powerful tools for accelerating scientific discovery, yet their static knowledge and hallucination issues hinder autonomous research applications. Recent advances integrate LLMs into agentic…

As large language models (LLM)-driven agents transition from isolated task solvers to persistent digital entities, the emergence of the Agentic Web, an ecosystem where heterogeneous agents autonomously interact and co-evolve, marks a…

The rapid evolution of sophisticated cyberattacks has strained modern Security Operations Centers (SOC), which traditionally rely on rule-based or signature-driven detection systems. These legacy frameworks often generate high volumes of…

密码学与安全 · 计算机科学 2026-03-03 Chuanming Tang , Ling Qing , Shifeng Chen

Agentic discovery has shown that LLM-driven search can find novel algorithms, designs, and code under benchmark conditions. Translating the paradigm to multi-system data backends surfaces a harder problem: the search space is heterogeneous,…

人工智能 · 计算机科学 2026-05-27 Shanshan Ye , Duo Lu

Modeling latent clinical constructs from unconstrained clinical interactions is a unique challenge in affective computing. We present ADAPTS (Agentic Decomposition for Automated Protocol-agnostic Tracking of Symptoms), a framework for…

人工智能 · 计算机科学 2026-05-07 Alexandria K. Vail , Marcelo Cicconet , Katie Aafjes-van Doorn , Ryan Maroney , Marc Aafjes

We propose ResIST, a novel distributed training protocol for Residual Networks (ResNets). ResIST randomly decomposes a global ResNet into several shallow sub-ResNets that are trained independently in a distributed manner for several local…

机器学习 · 计算机科学 2022-03-15 Chen Dun , Cameron R. Wolfe , Christopher M. Jermaine , Anastasios Kyrillidis