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This paper presents an agent-oriented approach to build a decision support system aimed at helping emergency managers to detect and to manage risks. We stress the flexibility and the adaptivity characteristics that are crucial to build a…

Artificial Intelligence · Computer Science 2009-07-06 Fahem Kebair , Frederic Serin

We present an end-to-end, model-based deep reinforcement learning agent which dynamically attends to relevant parts of its state during planning. The agent uses a bottleneck mechanism over a set-based representation to force the number of…

Artificial Intelligence · Computer Science 2021-11-05 Mingde Zhao , Zhen Liu , Sitao Luan , Shuyuan Zhang , Doina Precup , Yoshua Bengio

Vision-Language-Action (VLA) models have emerged as a unified paradigm for robotic perception and control, enabling emergent generalization and long-horizon task execution. However, their deployment in dynamic, real-world environments is…

Artificial Intelligence · Computer Science 2025-12-24 Yuntao Dai , Hang Gu , Teng Wang , Qianyu Cheng , Yifei Zheng , Zhiyong Qiu , Lei Gong , Wenqi Lou , Xuehai Zhou

Inadequate service availability is the top concern when employing Cloud computing. It has been recognized that zero downtime is impossible for large-scale Internet services. By learning from the previous and others' mistakes, nevertheless,…

Distributed, Parallel, and Cluster Computing · Computer Science 2013-12-24 Zheng Li , Mingfei Liang , Liam O'Brien , He Zhang

Real-time proactive agentic system, capable of modeling Human State of Mind, using foundation EXG model and text embeddings model, running fully offline on the edge. Unlike all previously known systems, the NeuroSkill(tm) system leverages…

Artificial Intelligence · Computer Science 2026-03-04 Nataliya Kosmyna , Eugene Hauptmann

Cloud providers install mitigations to reduce the impact of network failures within their datacenters. Existing network mitigation systems rely on simple local criteria or global proxy metrics to determine the best action. In this paper, we…

Networking and Internet Architecture · Computer Science 2025-06-24 Pooria Namyar , Arvin Ghavidel , Daniel Crankshaw , Daniel S. Berger , Kevin Hsieh , Srikanth Kandula , Ramesh Govindan , Behnaz Arzani

Modern cloud services are prone to failures due to their complex architecture, making diagnosis a critical process. Site Reliability Engineers (SREs) spend hours leveraging multiple sources of data, including the alerts, error logs, and…

Software Engineering · Computer Science 2023-09-15 Sarthak Chakraborty , Shubham Agarwal , Shaddy Garg , Abhimanyu Sethia , Udit Narayan Pandey , Videh Aggarwal , Shiv Saini

In the event of a disaster, saving human lives is of utmost importance. For developing proper evacuation procedures and guidance systems, behavioural data on how people respond during panic and stress is crucial. In the absence of real…

Multiagent Systems · Computer Science 2019-10-03 Rohit K. Dubey , Samuel S. Sohn , Christoph Hoelscher , Mubbasir Kapadia

This study examines how Critical Care Air Transport Team (CCATT) members are trained using mixed-reality simulations that replicate the high-pressure conditions of aeromedical evacuation. Each team - a physician, nurse, and respiratory…

Computer Vision and Pattern Recognition · Computer Science 2025-09-23 Divya Mereddy , Marcos Quinones-Grueiro , Ashwin T S , Eduardo Davalos , Gautam Biswas , Kent Etherton , Tyler Davis , Katelyn Kay , Jill Lear , Benjamin Goldberg

Agentic AI systems plan, use tools, maintain state, and act across multi-step workflows with external effects, meaning trustworthy deployment can no longer be judged by task completion alone. The current literature remains fragmented across…

Software Engineering · Computer Science 2026-04-23 Christopher Koch , Joshua Andreas Wellbrock

In cloud-native systems, Kubernetes clusters with interdependent services often face challenges to their operational resilience due to poor workload management issues such as resource blocking, bottlenecks, or continuous pod crashes. These…

Multiagent Systems · Computer Science 2025-05-29 Julien Soulé , Jean-Paul Jamont , Michel Occello , Louis-Marie Traonouez , Paul Théron

Omnimodal large language models have made significant strides in unifying audio and visual modalities; however, they often face challenges in fine-grained cross-modal understanding and have difficulty with multimodal alignment. To address…

Computer Vision and Pattern Recognition · Computer Science 2026-02-06 Keda Tao , Wenjie Du , Bohan Yu , Weiqiang Wang , Jian Liu , Huan Wang

AI-enabled decision-support systems aim to help medical providers rapidly make decisions with limited information during medical emergencies. A critical challenge in developing these systems is supporting providers in interpreting the…

This paper addresses the challenges of rapid resource variation and highly uncertain task loads in cloud computing environments. It proposes an optimization method for elastic cloud resource scaling based on a multi-agent system. The method…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-07-02 Bruce Fang , Danyi Gao

We are in a transformative era, and advances in Artificial Intelligence (AI), especially the foundational models, are constantly in the news. AI has been an integral part of many applications that rely on automation for service delivery,…

Artificial Intelligence · Computer Science 2025-02-20 Sunder Ali Khowaja , Kapal Dev , Muhammad Salman Pathan , Engin Zeydan , Merouane Debbah

Agentic AI shifts LLM serving from isolated prompt-generation requests to stateful, multi-turn executions that repeatedly invoke the model, call tools, and grow context over time. This paper characterizes ReAct-style agents from both the…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-05-27 Yichao Yuan , Ankita Nayak , Souvik Kundu , Nishil Talati

In recent years, artificial intelligence (AI) technologies have found industrial applications in various fields. AI systems typically possess complex software and heterogeneous CPU/GPU hardware architecture, making it difficult to answer…

Software Engineering · Computer Science 2022-04-08 Vyacheslav Zhdanovskiy , Lev Teplyakov , Anton Grigoryev

Recent advances in multimodal vision-language-action (VLA) models have revolutionized traditional robot learning, enabling systems to interpret vision, language, and action in unified frameworks for complex task planning. However, mastering…

Robotics · Computer Science 2025-06-12 Hongjun Wu , Heng Zhang , Pengsong Zhang , Jin Wang , Cong Wang

Agentic AI has been standardized in industry as a practical paradigm for coordinating specialized models and tools to solve complex multimodal tasks. In this work, we present WeaveMuse, a multi-agent system for music understanding, symbolic…

Sound · Computer Science 2025-09-16 Emmanouil Karystinaios

This work presents MemX: a biologically-inspired attention-aware eyewear system developed with the goal of pursuing the long-awaited vision of a personalized visual Memex. MemX captures human visual attention on the fly, analyzes the…

Computer Vision and Pattern Recognition · Computer Science 2021-10-12 Yuhu Chang , Yingying Zhao , Mingzhi Dong , Yujiang Wang , Yutian Lu , Qin Lv , Robert P. Dick , Tun Lu , Ning Gu , Li Shang
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