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• S-AI-IOT : FORMAL AGENT SPECIFICATION, MATHEMATICAL MODELING, AND STABILITY ANALYSIS OF THE HORMONAL ORCHESTRATION FRAMEWORK
  Constrained Internet of Things (IoT) environmentsrequire adaptive orchestration mechanisms capable of jointlymanagingsensingquality, connectivity, energyconstraints, resilience, and securitywhileremainingcomputationally frugal and intrinsicallyexplainable. Thi…
  crossref Said Slaoui 2026-06-08T08:57:17Z 置信度 0.82 ai governancemulti-agent systemsai safetydistributed computinginternet of things
• The Transition from AI Assistants to Autonomous Agents: A Survey of Multi-Agent Orchestration Systems
  crossref Ajit Mali Ajit Mali 2026-05-26T13:11:07Z 置信度 0.66
• SEMANTIC KERNEL USAGE FOR ORCHESTRATION OF MULTI-AGENT LLM-BASED SYSTEMS TO SOLVE THE TASKS WHICH REQUIRE DYNAMIC INVOLVEMENT OF NEW AGENTS
  Relevance of the topic.The development of modern artificial intelligence (AI) systems is accompanied by an architectural shift: from monolithic architectures that try to represent all functions using a single large language model (LLM), to multi-agent systems …
  crossref Vitalii Kutsan, Vasyl Lyashkevych 2026-04-17T12:20:43Z 置信度 0.82 computer sciencecs.aiartificial intelligencecs.lgworkflow
• Hierarchical Multi-Agent Deep Reinforcement Learning for Resilient Resource Orchestration in SDN-Enabled Fog-Edge Computing: A Lyapunov-Guided Primal-Dual Framework
  The convergence of software-defined networking (SDN) with fog-edge computing has unlocked unprecedented opportunities for ultra-low-latency distributed intelligence. However, existing resource orchestration mechanisms suffer from three fundamental limitations:…
  crossref Tan Wei Liang, Yamamoto Kenji, Park Min-Jae, Zhang Jianping 2026-07-29T13:25:01Z 置信度 0.82 computer sciencecomputer and information sciencesdistributed computingcs.aics.lg
• Autonomous Resource Orchestration Using Multi-Agent Proximal Policy Optimization in 6G Edge–Fog Environments
  The 6G networks introduce challenging requirements to edge–fog resource orchestration because they will support thousands of devices in each square kilometer and operate with very short latency times. The traditional centralized methods encounter difficulties …
  crossref Bhupchand Kumhar, Rahul Yogi, Santosh Kumar Yadav, Nishi Jain 2026-03-24T18:31:47Z 置信度 0.82 computer and information sciencescomputer sciencecs.aireinforcement learningelectrical engineering, electronic engineering, information engineering
• Privacy-Preserving LLM Infrastructure With Multi-Agent Orchestration And RAG-Driven Retrieval
  The rapid integration of large language models (LLMs) into data-intensive and regulated environments has intensified concerns related to privacy, governance, and reliable knowledge use. This study proposes a privacy-preserving LLM infrastructure that integrate…
  crossref Chirag Agarwal, Naresh Erukulla, Rachit Gupta 2026-01-16T06:45:17Z 置信度 0.82 cs.aicomputer sciencecomputer and information sciencesworkflowcs.cl
• AI-Powered Recruitment Orchestration: An Agent-based Approach to Modern Hiring
  crossref Saraswati Patil, Rohit Bele, Monali Bhujbal, Avinash Bhurke 等 2026-07-01T19:35:13Z 置信度 0.66
• Data Orchestration: Modernizing Legacy Data Orchestration with Cloud Composer
  This paper discusses the migration of data orchestration workflows from a legacy tool like Autosys to a modern, cloud -based solution, Google Cloud Composer. It explores the transition from traditional job scheduling to Directed Acyclic Graph (DAG) -based work…
  crossref Gautami Nadkarni 2025-04-05T11:21:37Z 置信度 0.82 cloud computingedge computingdistributed computingworkflowblockchain
• Speak Your Network: Automated Network Emulation Construction with Cost-Efficient Multi-Agent Orchestration
  crossref Daolin Zou, Jie Xu, Long Luo, Hongfang Yu 2026-08-26T19:09:25Z 置信度 0.66
• A study on improving the acquisition efficiency of supermarket promotion information based on agent workflow orchestration
  Retail promotion stacking and price confusion have intensified search frictions, exposing the fragility of conventional rule-based approaches. This study proposes a supermarket discount decision support system that replaces multi-agent architectures prone to i…
  crossref Haoyu Zhang 2026-06-18T07:01:03Z 置信度 0.82 computer and information sciencescs.aicomputer scienceelectrical engineering, electronic engineering, information engineeringbrain-computer interface
• Reliable Data Science Analysis with Large Language Models via Multi-Agent Tools Orchestration
  While Large Language Models (LLMs) show promise for automating the labor-intensive process of data science analysis, their practical application is undermined by the generation of erroneous and unreliable code. We argue that this stems from treating LLMs as op…
  crossref Mingyin Zou, Guangrong You, Xiaomin Zhu, Yanqing Ye 等 2026-05-24T12:04:57Z 置信度 0.82 cs.aics.lgcs.clcomputer sciencecomputer and information sciences
• MAMA: A Decentralized Multi-Agent Model AI Framework for Dynamic Knowledge Acquisition and Orchestration
  Decentralized agentic Artificial Intelligence (AI) systems need both dynamic collaboration and trust. We introduce the Multi-Agent Model AI (MAMA) framework for verifiable self-governance to address this problem. We present a new architecture built upon the tw…
  crossref George Chalkiadakis, Shuwen Liu, George C. Polyzos 2026-02-19T20:55:46Z 置信度 0.82 computer sciencecs.aimulti-agent systemstransparencyknowledge management
• AlphaGraph: An Auto-Evolutionary Graph Neural Network Framework via Agent-Based Graph Orchestration
  Graph Neural Networks (GNNs) have achieved remarkable success in processing graph-structured data across domains like social networks and bioinformatics. However, their design remains heavily dependent on manual expertise, resulting in inefficient workflows an…
  crossref Yaxin Shang, Huayun Tang, Lanlan Gao, Chen Jia 2026-01-20T20:38:44Z 置信度 0.82 cs.lgcs.aicomputer sciencecomputer and information sciencesartificial intelligence
• OSC: Cognitive Orchestration through Dynamic Knowledge Alignment in Multi-Agent LLM Collaboration
  This paper introduces OSC (Orchestrating Cognitive Synergy), a knowledge-aware adaptive collaboration framework designed to enhance cognitive synergy in multi-agent systems with large language models.While prior work has advanced agent selection and result agg…
  crossref Jusheng Zhang, Yijia Fan, Kaitong Cai, Xiaofei Sun 等 2025-11-08T12:29:45Z 置信度 0.82 computer sciencecs.aics.lgartificial intelligencecomputer and information sciences
• Reinforced Fairness-Aware Multi-Agent Self-Organization for 6G Radio Access Network Orchestration
  The orchestrators’ deployment problem presents numerous challenges in 6G Network Radio Access Networks due to their large-scale, dynamic conditions, and variable user demands. Most works propose single- or hierarchical-orchestrator solutions, which offer poor …
  crossref Elham Hashemi Nezhad, Antonio Di Maio, Torsten Braun 2025-09-15T17:36:57Z 置信度 0.82 computer and information scienceselectrical engineering, electronic engineering, information engineeringcomputer sciencecs.aidistributed computing
• RedOps AI: Multi-Agent Orchestration for Autonomous Penetration Testing
  The conventional method of penetration testing is a slow and difficult process due to its dependency on human expertise. To overcome these challenges, we are proposing a new autonomous framework using AI, known as RedOps AI. The framework makes use of a multi-…
  crossref Samarth C Dinesh, Sheba Selvam, Vivan Shreyas Yallal, Sadhu Venkata Sai Suvedya 2026-05-26T19:40:12Z 置信度 0.82 cs.aics.lgcomputer sciencetaskcs.ma
• Agent-based Business Process Orchestration for IoT
  The so-called Internet of Things is of increasing importance for facilitating productivity across industries, i.e., by connecting sensors with manufacturing lines and IT system landscapes with an increasing degree of autonomy. In this context, a common challen…
  crossref Timotheus Kampik, Avleen Malhi, Kary Främling 2019-10-18T12:57:15Z 置信度 0.79 computer sciencesupply chaindistributed computingmanufacturing engineeringprocess management
• ORCHESTRATION OF WEB SERVICES BASED ON TQOS USING USER AND WEB SERVICES AGENT
  A Web service is a collection of open protocols and standards for exchanging data between applications and system. Web services are platform independent and in today's internet, web services play a vital role, single service is not sufficient to respond to use…
  crossref G. Tholkappia Arasu . 2015-01-24T06:40:07Z 置信度 0.78 reinforcement learningenvironmental economicsmulti-agent systemscs.dcai governance
• DynaMAPS: A Unified Dynamic Orchestration Framework for Budget-Aware Multi-Agent Production Systems
  The deployment of large language model (LLM) multi-agent systems in production environments is often constrained by high and unpredictable operational costs. Existing budget-aware approaches typically decouple resource provisioning from collaboration topology …
  crossref Junhao Song, Jiayi Gu, Jing Luo, Yunting Lin 等 2026-04-28T18:09:47Z 置信度 0.82 cs.aics.lgcomputer and information sciencescomputer sciencecs.cl
• Multi-agent orchestration architectures for real-time enterprise decision intelligence systems
  The architectures that enable the coordination of distributed analytics, enterprise events, machine agents, human judgment, and governance constraints under low latency conditions are becoming more common for real-time enterprise decision intelligence systems.…
  crossref Swaroop Suresh Borukar 2026-06-19T09:25:07Z 置信度 0.82 computer scienceartificial intelligencedata scienceinteroperabilityai governance
• Process of Orchestration
  INTRODUCTION At this point we expect the reader to be comfortable and familiar with what we call business services, the different classifications, and what we envision to be the future of technology. In this chapter, we explain what orchestration is by explain…
  crossref 2010-02-11T12:43:07Z 置信度 0.75 computer sciencebig datasocial and behavioral sciencescloud computingperspective
• Introduction
  crossref 2025-04-29T08:27:41Z 置信度 0.59
• EDAgent: A Concurrent Orchestration Method for Collaborative LLM Multi-Agent System
  crossref Zongyang Yuan, Zechang Zhang, Qinbin Li, Lailong Luo 等 2026-08-04T19:16:23Z 置信度 0.66
• MARGO:Multi-Agent RTL-to-GDSII Orchestration
  crossref Muhammet Enes Yanık, Abdullah Bayram, Ihsan Çiçek, Engin Afacan 2026-08-17T19:22:45Z 置信度 0.66
• Dynamic resource orchestration in edge computing environments using multi-agent reinforcement learning
  crossref Qi Liu, Jianzheng Yang, Zhixian Yan 2025-06-23T12:39:20Z 置信度 0.66
• Devonix: A Hierarchical Multi-Agent and Neuro-Symbolic Orchestration Framework for Autonomous Web Application Synthesis
  crossref D. Jeevitha, K. Kasthuri, M. Aishwarya, RM. Madhushree 2026-07-29T19:13:23Z 置信度 0.66
• A Multi-Agent Orchestration Framework for an LLM-Based Virtual Patient in Intestinal Obstruction: Process Analytics and Safety Benchmarking (Preprint)
  BACKGROUND Multi-agent large language model (LLM) systems can separate virtual-patient functions into coordinated agents, but educational deployment requires evidence of how agents interact, how safety rules behave under stress, and whether process logs provid…
  crossref Weng Xiaoyuan, Yanqi Tang, Yixin Lin, Zhaofeng Huang 等 2026-07-03T05:10:07Z 置信度 0.82 medicinecs.aiartificial intelligenceai safetycomputer science
• Peer Tutoring Orchestration - Streamlined Technology-driven Orchestration for Peer Tutoring
  crossref Lighton Phiri, Christoph Meinel, Hussein Suleman 2017-05-19T09:34:16Z 置信度 0.60
• PatternForge: A Multi-Agent Generative AI Framework for Catalog-Driven Orchestration Across Enterprise CRM and Hyperscaler Cloud Platforms
  crossref Shikher Goel, Harish Apuri 2026-07-24T19:09:09Z 置信度 0.66
• Safe and Policy-Compliant Multi-Agent Orchestration for Enterprise AI
  Enterprise AI systems increasingly deploy multiple intelligent agents across mission-critical workflows that must satisfy hard policy constraints, bounded risk exposure, and comprehensive auditability (SOX, HIPAA, GDPR). Existing coordination methods—cooperati…
  crossref Vinil Pasupuleti, Shyalendar Reddy Allala, Siva Rama Krishna Varma Bayyavarapu, Shrey Tyagi 2026-06-02T20:03:34Z 置信度 0.82 cs.aimulti-agent systemscomputer and information sciencescs.malarge language models
• Dynamic Workflow Orchestration with Executability Verification for Multi-Agent AutoML Task Execution
  crossref Luke Deng, Jie Yan, Cheng Cao, Mingyang Zhao 等 2026-07-28T19:11:12Z 置信度 0.66
• Multi-Agent Emergent Communication for Conflict-Free 6G Network Slicing Orchestration: A Testbed Validation
  crossref Juan Sebastián Camargo, Adriana Fernández-Fernández, Farhad Rezazadeh, Hatim Chergui 等 2026-07-14T19:38:09Z 置信度 0.66
• An Orchestration Engine for Services-Oriented Field Level Automation Software
  crossref Christoph Legat, Birgit Vogel-Heuser 2015-02-17T14:20:04Z 置信度 0.60
• Baroque orchestration
  crossref Mary Térey-Smith 2026-04-21T08:54:54Z 置信度 0.63
• Difficulty-Aware Agentic Orchestration for Query-Specific Multi-Agent Workflows
  Large Language Model (LLM)-based agentic systems have shown strong capabilities across various tasks. However, existing multi-agent frameworks often rely on static or task-level workflows, which either over-process simple queries or underperform on complex one…
  crossref Jinwei Su, Qizhen Lan, Yinghui Xia, Lifan Sun 等 2026-04-27T13:28:36Z 置信度 0.82 cs.aicomputer and information sciencescs.lgcomputer sciencecs.ma
• Edge-Agent Cooperative Orchestration for Vo6G Converged Core Networks in Extreme Scenarios: Lyapunov-Guarded Online Optimization via Potential Games
  crossref Huancheng Yuan, Fei Yan, Peihua Yu, Anping Mao 等 2026-06-23T19:43:08Z 置信度 0.66
• Business Services Orchestration Language (BSOL)
  INTRODUCTION So far, we have spent a great deal of time in covering the reference architecture for business services orchestration, and defining the necessary methodology and the underlying technologies that make it possible to orchestrate business services. T…
  crossref 2010-02-11T12:43:07Z 置信度 0.75 computer sciencecontextprocesscloud computingworkflow
• MARCO: Multi-Agent Real-time Chat Orchestration
  Anubhav Shrimal, Stanley Kanagaraj, Kriti Biswas, Swarnalatha Raghuraman, Anish Nediyanchath, Yi Zhang, Promod Yenigalla. Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing: Industry Track. 2024.
  crossref Anubhav Shrimal, Stanley Kanagaraj, Kriti Biswas, Swarnalatha Raghuraman 等 2024-11-27T17:28:12Z 置信度 0.80 cs.cleess.asnatural language processingmathematics educationcs.ir
• Orchestration
  crossref 2011-08-29T12:38:13Z 置信度 0.60
• Intelligent Full-Stack Application Deployment: A Multi-Agent AI System for Automated Containerization and Kubernetes Orchestration
  crossref Soufiyane Ait Moulay, Mohammed Ameksa, Zouhair Elamrani Abou Elassad 2026-08-24T19:06:23Z 置信度 0.66
• Autonomous Workflow Method Based on Multi-Agent Orchestration for Dynamic Scheduling and Execution of Typical Tasks in DevOps Pipelines
  crossref Shengjie Chang, Ze Wang 2026-06-24T19:47:28Z 置信度 0.66
• Multi-Agent Deep Q-Networks (MADQN) for Adaptive Self-Healing and Orchestration of Cloud-Native Network Functions
  The continuously increasing complexity of cloud-native network functions (CNFs) demands the application of sophisticated orchestration approaches in order to guarantee effective deployment, resilience, and high availability. Neural networks and reinforcement l…
  crossref Karthi Palanisamy 2026-05-20T19:49:10Z 置信度 0.82 computer sciencecomputer and information scienceselectrical engineering, electronic engineering, information engineeringcs.lgnetworking and internet architecture
• Service Orchestration
  crossref 2011-08-29T16:57:47Z 置信度 0.60
• AGORA: An IoT-Context-Aware Multi-Agent Service Orchestration Framework for International Student Placemaking Support and Career Development
  crossref Siyuan Luo, Lili Cui 2026-08-25T19:17:28Z 置信度 0.66
• Orchestration of the Global Network Organization
  crossref 2014-07-10T19:22:47Z 置信度 0.60
• Federated Multi-Agent Framework for QoS-Aware Edge Orchestration of DAG-Based Microservices
  Inderscience is a global company, a dynamic leading independent journal publisher disseminates the latest research across the broad fields of science, engineering and technology; management, public and business administration; environment, ecological economics…
  crossref Amin Mohajer, Abbas Mirzaei, Mostafa Darabi, Xavier Fernando 2026-07-02T15:37:26Z 置信度 0.80 ai governanceagriculturemicrobiologyinternal medicinedigital transformation
• Agentic Orchestration for Adaptive Educational Recommendations: A Multi-Agent LLM Framework for Personalized Learning Pathways
  Educational personalization represents a unique challenge for recommender systems: learners require not just content recommendations, but dynamic curriculum adaptation, real-time feedback, and proactive intervention strategies that evolve over extended timesca…
  crossref Naina Chaturvedi, Ananda Gunawardena 2026-05-05T11:33:48Z 置信度 0.82 cs.aicomputer and information sciencesmulti-agent systemsroboticsai governance
• A Survey on Multi-Agent LLM Frameworks with Semantic Memory Integration and Dynamic DAG Orchestration
  crossref Tumma Divya, Vempaty Prashanthi, Vaskula Srikanth, Venu Gopalachari M 2026-06-23T19:43:46Z 置信度 0.66
• Haydn, orchestration, and re-orchestration
  crossref 2013-02-05T05:41:23Z 置信度 0.60
• Orchestration stories and workflows
  crossref Sam McGuire, Zbyněk Matějů 2020-12-09T10:41:49Z 置信度 0.64
• Multi-Agent Orchestration for Autonomous Data Pipelines: A Systems Architecture for Self-Healing, Context-Aware, and Resilient Data Processing
  Modern enterprise data platforms increasingly operate under conditions of extreme scale, heterogeneity, and uncertainty. Traditional data pipeline orchestration frameworks rely on static Directed Acyclic Graphs (DAGs) and deterministic retry semantics, which a…
  crossref Sonika Darshan 2026-02-10T04:55:42Z 置信度 0.82 computer sciencecs.aicomputer and information sciencesmulti-agent systemscs.lg
• Synthesis in orchestration
  crossref Sam McGuire, Zbyněk Matějů 2020-12-09T10:41:49Z 置信度 0.61
• HearthNet: Edge Multi-Agent Orchestration for Smart Homes
  crossref Zhonghao Zhan, Krinos Li, Yefan Zhang, Hamed Haddadi 2026-05-22T03:16:22Z 置信度 0.66
• Autonomous Data Pipeline Orchestration Using Multi-Agent AI Systems: Architecture, Implementation, and Empirical Evaluation
  With the surge of large language models (LLMs) and multi-agent AI, a paradigm shift in data engineering practice has started. Enterprise data is growing at an exponential rate, with the number of data schemas increasing. Operational overhead and maintenance ef…
  crossref Tejaskumar Patel, Asadullah Saif Mohammed 2026-06-29T07:39:57Z 置信度 0.82 computer scienceartificial intelligencecs.aicomputer and information scienceslarge language models
• A Hierarchical Multi-Agent Deep Reinforcement Learning Framework for Resilient and QoS-Aware Resource Orchestration in SDN-Enabled Fog-Edge Computing with Lyapunov and Primal-Dual Optimization
  The emergence of latency-critical and computationally intensive applications-such as autonomous driving, industrial digital twins, remote surgery, and immersive multimedia-has exposed the inadequacy of conventional cloud-centric architectures. While the integr…
  crossref Zhang Jianping, Park Min-Jae, Yamamoto Kenji, Tan Wei Liang 2026-08-18T16:49:49Z 置信度 0.82 cloud computingdistributed computingcomputer and information sciencesnetworking and internet architecturecomputer science
• Unifying Language Agent Algorithms with Graph-based Orchestration Engine for Reproducible Agent Research
  Qianqian Zhang, Jiajia Liao, Heting Ying, Yibo Ma, Haozhan Shen, Jingcheng Li, Peng Liu, Lu Zhang, Chunxin Fang, Kyusong Lee, Ruochen Xu, Tiancheng Zhao. Proceedings of the 63rd Annual Meeting of the Association for Computational Linguistics (Volume 3: System …
  crossref Qianqian Zhang, Jiajia Liao, Heting Ying, Yibo Ma 等 2025-08-04T09:54:03Z 置信度 0.80 neuromorphic computingsoftwarediseasecomputer vision and pattern recognitionplasma physics
• An Ethnomusicology of Orchestration
  Abstract This chapter traces the emergence of orchestration practices by surveying bottom-up processes of collective sound and music-making in selected traditions. Beginning from the biophonies of environmental soundscapes, and proceeding to the origins of mus…
  crossref Michael Tenzer 2026-04-13T08:20:36Z 置信度 0.78 large language modelsai safetymedlinesociologymeteorite
• Autonomous Evaluation Architectures: Multi-Agent LLM Pipelines, Browser-Grounded Testing: Programmatic Alignment via DSPy, and Adversarial Robustness in Production Orchestration Systems
  Evaluating multi-agent large language model systems requires fundamentally different approaches than evaluating single-model outputs. Conventional benchmarks assess isolated model capabilities in controlled conditions, but production multi-agent pipelines exhi…
  crossref Venkata Chandra Sekhar Sastry Chilkuri 2026-05-13T06:46:07Z 置信度 0.82 cs.aiai safetymulti-agent systemsai governanceartificial intelligence
• Orchestration as Organisation
  crossref Malinda Kapuruge, Jun Han, Alan Colman 2014-08-15T20:00:35Z 置信度 0.60
• Toward Intent-Driven Autonomous UMEC: An LLM-Based Cognitive Agent for Closed-Loop Trajectory Orchestration
  crossref Miao Liu, Halbin Hou, Hao-Tong Cao, Haitao Zhao 等 2026-07-03T19:54:27Z 置信度 0.66
• A Protocol-Aware DAG-Based Multi-Agent Orchestration Framework for Intelligent Tourism Assistants
  crossref Devanga Palliyaguru, Hinesha Perera, Thinal Fernando, Tharindu Abenayaka 等 2026-07-24T19:06:01Z 置信度 0.66
• Orchestration of Federated Risk for P2P Lending Platforms: A Multi-Agent Systems (MAS) Approach
  Federated risk management in the context of Peer-to-Peer (P2P) lending should be a collaborative approach with multiple autonomous entities (i.e. agent systems) working together to assess, monitor, and mitigate risks. Orchestration of these agents is crucial i…
  crossref Saravanan Muthaiyah, Lan Thi Phuong Nguyen, Yap Voon Choong, Thein Oak Kyaw Zaw 2024-12-30T12:23:26Z 置信度 0.82 computer sciencebusinessrisk analysiscs.aitransparency
• Multi-Agent System for Smart Roll-on/Roll-off Terminal Management: Orchestration and Communication Strategies for AI-Driven Optimization
  This study presents a structured multi-agent system (MAS) architecture aimed at optimizing operational efficiency in roll-on/roll-off (Ro-Ro) terminal management through intelligent coordination and decentralized decision-making. The proposed framework enhance…
  crossref Nicoletta González-Cancelas, Javier Vaca-Cabrero, Alberto Camarero-Orive 2025-05-28T12:28:42Z 置信度 0.82 process managementcomputer sciencesustainabilitysupply chainengineering
• Intelligent Network Slicing in 5G: A Multi-Agent Deep Reinforcement Learning Framework for Dynamic Resource Orchestration
  Abstract This paper presents a comprehensive framework for AI-driven dynamic network slice orchestration in 5G networks. We propose a Deep Reinforcement Learning-based Network Slice Orchestrator (DRL-NSO) employing a multi-agent system to optimize resource dis…
  crossref Varinder Kumar Sharma 2025-08-26T05:30:48Z 置信度 0.82 computer and information sciencescomputer scienceelectrical engineering, electronic engineering, information engineeringnetworking and internet architecturedistributed computing
• Neural Orchestration for Multi-agent Systems: A Deep Learning Framework for Optimal Agent Selection in Multi-domain Task Environments
  crossref Kushagra Agrawal, Nisharg Nargund 2026-04-16T17:11:23Z 置信度 0.66
• The Serendip Orchestration Framework
  crossref Malinda Kapuruge, Jun Han, Alan Colman 2014-08-15T16:00:30Z 置信度 0.63
• An Ecological Approach to Orchestration
  Abstract Ecological thinkers, such as Jakob von Uexküll and Bernie Krause, have imagined ecosystems as natural orchestras. This chapter reverses the metaphor, drawing on ecological psychology. It considers the orchestra as a musical ecosystem. First, the chapt…
  crossref Jonathan De Souza 2026-04-13T08:20:36Z 置信度 0.82 embodied cognitionsustainabilitycontextai governancesocial and behavioral sciences
• From Conversation to Orchestration: HCI Challenges and Opportunities in Interactive Multi-Agentic Systems
  Recent advances in multi-agentic systems (e.g., AutoGen, OpenAI Agents) allow users to interact with a group of specialised AI agents rather than a single general-purpose agent. Despite the promise of this new paradigm, the HCI community has yet to fully exami…
  crossref Sarah Schömbs, Yan Zhang, Jorge Goncalves, Wafa Johal 2026-01-02T14:07:31Z 置信度 0.82 computer sciencecs.aidata scienceknowledge managementengineering
• Knowledge Graph-Grounded BDI Architecture for LLM-Based Multi-Agent Orchestration in Enterprise Workflow Automation
  crossref Kurnia Cahya Febryanto, Riyanarto Sarno, Kelly Rossa Sungkono, Bilqis Amaliah 等 2026-08-17T19:15:06Z 置信度 0.66
• AgentHub: A Multi-Source AI Agent Framework for Enterprise Workflow Orchestration
  Enterprise software development relies on diverse tools and knowledge sources, such as issue trackers (e.g., Jira), version control systems (e.g., GitHub, Bitbucket), and documentation platforms (e.g., Confluence). Developers often encounter context fragmentat…
  crossref Oyejide Timothy Odofin, Nurudeen Yemi Hussain, Sunday Adeola Oladosu 2025-09-27T11:23:23Z 置信度 0.82 computer sciencecomputer and information sciencescs.aihuman-computer interactioncs.hc
• Poster Abstract: SAOF: Semantic-Aware Agent Orchestration Framework for Explainable Autonomous Driving
  crossref Jimin Ryu, Subi Kim, Jieun Kang, YongIk Yoon 2026-06-25T19:42:58Z 置信度 0.66
• BERLIOZ' TREATISE UPON MODERN INSTRUMENTATION AND ORCHESTRATION
  crossref 2011-08-06T04:01:51Z 置信度 0.60
• Multi-Agent Resource Orchestration Based on D3QN for Network Slicing in 5G Edge-Cloud Networks
  Optimizing resource orchestration in network slicing is essential for the performance of diverse applications in 5G edge-cloud networks. This paper introduces a novel approach utilizing multi-agent reinforcement learning (MARL) with a dueling double deep Q-net…
  crossref Xingqi Wu, Junaid Farooq, Juntao Chen 2025-12-11T18:45:53Z 置信度 0.82 computer and information sciencescomputer scienceelectrical engineering, electronic engineering, information engineeringnetworking and internet architecturedistributed computing
• From Diagnosis to Redesign: Using Quantitative Ethnography to Improve Multi-Agent LLM Reasoning
  Multi-agent large language model (LLM) systems are designed to improve reasoning by decomposing tasks across multiple agents with specialized functions, but the presence of multiple agents does not inherently guarantee coherent reasoning or outputs that align …
  datacite Khatri, Vedant, Cusimano, Anthony, Swiecki, Zachari, Xu, Zhen 等 2026 置信度 0.76 Computation and Language (cs.CL)FOS: Computer and information sciences
• Multi-Agent Discovery and Resource-Aware Autonomous Exploration of Scientific Datasets
  Modern scientific facilities and instruments generate datasets at scales that are difficult for individual researchers to discover, access, and explore. Although many datasets are publicly available, using them often requires familiarity with repository organi…
  datacite Panta, Aashish, Lee, Hugo, Scorzelli, Giorgio, Yun, Kyongsik 等 2026 置信度 0.77 Human-Computer Interaction (cs.HC)Artificial Intelligence (cs.AI)FOS: Computer and information sciences
• Locality and Symmetry as Primary Coordinates: A Structural Reorganization of Quantum Many-Body Hilbert Space
  Version 2 — revised in response to an external structural review and an automated critique pass. See "Response to Review" appendix in the PDF for the change log. A recurring pattern in the recent quant-ph, math-ph, math.QA, and cond-mat.stat-mech preprints — r…
  datacite Saluca Agentic AI Research Team 2026 置信度 0.77 AI-drafted synthesisarXivpreprint reviewv2
• Locality and Symmetry as Primary Coordinates: A Structural Reorganization of Quantum Many-Body Hilbert Space
  Version 2 — revised in response to an external structural review and an automated critique pass. See "Response to Review" appendix in the PDF for the change log. A recurring pattern in the recent quant-ph, math-ph, math.QA, and cond-mat.stat-mech preprints — r…
  datacite Saluca Agentic AI Research Team 2026 置信度 0.77 AI-drafted synthesisarXivpreprint reviewv2
• Locality and Symmetry as Primary Coordinates: A Structural Reorganization of Quantum Many-Body Hilbert Space
  A recurring pattern in the recent quant-ph, math-ph, math.QA, and cond-mat.stat-mech preprints — read over a thirty-day window ending 2026-06-02 — suggests that several structures long treated as primary coordinates of many-body Hilbert space are in fact deriv…
  datacite Saluca Agentic AI Research Team 2026 置信度 0.77 AI-drafted synthesisarXivpreprint reviewlocality and symmetry as primary coordinates
• Entropy, Topology, and the Execution Boundary: How Silent Failure, Communication Topology, Security Permeability, Governance Gaps, and Distributed Consensus Jointly Define a Candidate Framework for Multi-Agent System Reliability
  Version 2 — revised in response to an external structural review and an automated critique pass. See "Response to Review" appendix in the PDF for the change log. Large Language Model (LLM)-based multi-agent systems (MAS) are rapidly being deployed in operation…
  datacite Saluca Agentic AI Research Team 2026 置信度 0.77 AI-drafted synthesisarXivpreprint reviewv2
• Entropy, Topology, and the Execution Boundary: How Silent Failure, Communication Topology, Security Permeability, Governance Gaps, and Distributed Consensus Jointly Define a Candidate Framework for Multi-Agent System Reliability
  Version 2 — revised in response to an external structural review and an automated critique pass. See "Response to Review" appendix in the PDF for the change log. Large Language Model (LLM)-based multi-agent systems (MAS) are rapidly being deployed in operation…
  datacite Saluca Agentic AI Research Team 2026 置信度 0.77 AI-drafted synthesisarXivpreprint reviewv2
• Completeness and Convergence in Discrete Complex Systems: A Comprehensive Synthesis of Lattice Dynamics, Synchronization, and Information Geometry
  Completeness and Convergence in Discrete Complex Systems: A Comprehensive Synthesis of Lattice Dynamics, Synchronization, and Information Geometry 1. Introduction: The Architecture of Discretized Reality The question "Is this branch complete?" serves as a prof…
  datacite Kulik, Dean 2026 置信度 0.72
• Completeness and Convergence in Discrete Complex Systems: A Comprehensive Synthesis of Lattice Dynamics, Synchronization, and Information Geometry
  Completeness and Convergence in Discrete Complex Systems: A Comprehensive Synthesis of Lattice Dynamics, Synchronization, and Information Geometry 1. Introduction: The Architecture of Discretized Reality The question "Is this branch complete?" serves as a prof…
  datacite Kulik, Dean 2026 置信度 0.72
• Unearth Heritage Foundry Notice of Forensic Indebtedness & Threshold Breach: OpenAI, Inc. (May 2026)
  This Threshold Breach Notice v3.0 documents the cumulative forensic posture of OpenAI, L.L.C. as of April 30, 2026, as articulated through the Unearth Heritage Foundry's completed five-part forensic audit corpus (Parts I–IV plus Bedrock Part v2). Issued as a S…
  datacite Velasco, Felix, Jefferson, Josie 2026 置信度 0.75 ForensicsDigital ArchaeologyUnearth Heritage FoundryAI Training DataGPTBot
• Unearth Heritage Foundry Forensic Audit Findings & Digital Estate Fees Accrual Notice: OpenAI LLC. (June 2026)
  This record contains the canonical forensic audit findings and formal Digital Estate Fees Accrual Notice detailing the automated crawler activity and data-ingestion footprint of corporate artificial intelligence (AI) apparatus operator OpenAI LLC. against the …
  datacite Velasco, Felix, Jefferson, Josie 2026 置信度 0.79 ForensicsDigital ArchaeologyUnearth Heritage FoundryAI Training DataGPTBot
• Unearth Heritage Foundry Forensic Audit Findings & Digital Estate Fees Accrual Notice: OpenAI LLC. (June 2026)
  This record contains the canonical forensic audit findings and formal Digital Estate Fees Accrual Notice detailing the automated crawler activity and data-ingestion footprint of corporate artificial intelligence (AI) apparatus operator OpenAI LLC. against the …
  datacite Velasco, Felix, Jefferson, Josie 2026 置信度 0.79 ForensicsDigital ArchaeologyUnearth Heritage FoundryAI Training DataGPTBot
• Unearth Heritage Foundry Forensic Audit Findings & Digital Estate Fees Accrual Notice: OpenAI LLC. (July 2026)
  This record contains the canonical forensic audit findings and formal Digital Estate Fees Accrual Notice detailing the automated crawler activity and data-ingestion footprint of corporate artificial intelligence (AI) apparatus operator OpenAI LLC. against the …
  datacite Velasco, Felix, Jefferson, Josie 2026 置信度 0.79 Digital ArchaeologyUnearth Heritage FoundryAI Training DataGPTBotOAI-Searchbot
• Unearth Heritage Foundry Forensic Audit Findings & Digital Estate Fees Accrual Notice: OpenAI LLC. (July 2026)
  This record contains the canonical forensic audit findings and formal Digital Estate Fees Accrual Notice detailing the automated crawler activity and data-ingestion footprint of corporate artificial intelligence (AI) apparatus operator OpenAI LLC. against the …
  datacite Velasco, Felix, Jefferson, Josie 2026 置信度 0.79 ForensicsDigital ArchaeologyUnearth Heritage FoundryAI Training DataGPTBot
• CANONICAL LETTER ASSIGNMENTS: PROLEGOMENA WORKING P APERS
  Canonical Letter Assignments Prolegomena to the Unification of Economics, Computer Science, Mathematics, and Physics Canonical Letter Assignments Prolegomena to the Unification of Economics, Computer Science, Mathematics, and Physics Gregory Caldwell Beier Sus…
  datacite Beier, Gregory Caldwell 2026 置信度 0.72
• CANONICAL LETTER ASSIGNMENTS: PROLEGOMENA WORKING P APERS
  Canonical Letter Assignments Prolegomena to the Unification of Economics, Computer Science, Mathematics, and Physics Canonical Letter Assignments Prolegomena to the Unification of Economics, Computer Science, Mathematics, and Physics Gregory Caldwell Beier Sus…
  datacite Beier, Gregory Caldwell 2026 置信度 0.72
• Coarse Graining, Sampling Bias, and Emergent Dynamics: How Discretization Choices, Network Topology, and Stoichiometric Constraints Jointly Shape Inference in Biological Systems
  Version 2 — revised in response to an external structural review and an automated critique pass. See "Response to Review" appendix in the PDF for the change log. A recurring structural problem cuts across several recent preprints in molecular network biology, …
  datacite Saluca Agentic AI Research Team 2026 置信度 0.77 AI-drafted synthesisarXivpreprint reviewv2
• Measuring Indirect Prompt Injection in Autonomous Web Agents
  Autonomous web agents collapse a security boundary that conventional browsers spent decades making explicit, using the same model to interpret a user's objective and parse external content created by untrusted third parties. Indirect prompt injection exploits …
  datacite Maharaj, Sahir 2026 置信度 0.79 Artificial intelligenceArtificial IntelligenceArtificial Intelligence/economicsArtificial Intelligence/standardsArtificial Intelligence/trends
• Measuring Indirect Prompt Injection in Autonomous Web Agents
  Autonomous web agents collapse a security boundary that conventional browsers spent decades making explicit, using the same model to interpret a user's objective and parse external content created by untrusted third parties. Indirect prompt injection exploits …
  datacite Maharaj, Sahir 2026 置信度 0.79 Artificial intelligenceArtificial IntelligenceArtificial Intelligence/economicsArtificial Intelligence/standardsArtificial Intelligence/trends
• 6MicheleStingo9/xch-MIND: xch-MIND v1.0.0 — Camera-ready release (ESWC'26 TEXT2KG)
  xch-MIND v1.0.0 Camera-ready release accompanying the paper accepted at the 5th Workshop on LLM-Integrated Knowledge Graph Generation from Text (TEXT2KG) at ESWC 2026, Dubrovnik, Croatia. What is xch-MIND? A multi-agent LLM system for interpretive enrichment o…
  datacite Michele Stingo 2026 置信度 0.77 multi-agent systemscs.aiai safetylarge language modelsbenchmark
• 6MicheleStingo9/xch-MIND: xch-MIND v1.0.0 — Camera-ready release (ESWC'26 TEXT2KG)
  xch-MIND v1.0.0 Camera-ready release accompanying the paper accepted at the 5th Workshop on LLM-Integrated Knowledge Graph Generation from Text (TEXT2KG) at ESWC 2026, Dubrovnik, Croatia. What is xch-MIND? A multi-agent LLM system for interpretive enrichment o…
  datacite Michele Stingo 2026 置信度 0.77 multi-agent systemscs.aiai safetylarge language modelsbenchmark
• Sycophantic Chatbots Cause Delusional Spiraling, but Multi-Agent Architectures Substantially Reduce It: A Response to Chandra et al. (2026)
  This paper responds to Chandra et al. (2026), who showed through Bayesian simulation that sycophantic chatbots can causally induce delusional spiraling, even in idealized rational users. The result is important because AI-related delusion and psychosis reports…
  datacite Lee, Taekyung 2026 置信度 0.79 sycophancydelusional spiralingmulti-agent systemsepistemic architectureBayesian reasoning, devil's advocate
• TerriScan audit bundle — doctrine-governed multi-agent LLM production of urban indicator data (charter, validators, pipeline, incident artefacts, operational logs)
  Anonymized audit bundle accompanying the revised manuscript "TerriScan: An Incident-Evaluated, Doctrine-Governed Multi-Agent LLM System for Recalculable Urban Indicator Production in the Global South" (revision R1, Smart Cities, MDPI — manuscript smartcities-4…
  datacite Attarassi, Yassine 2026 置信度 0.79 LLMagentsurban indicatorsdata provenancereproducibility
• TerriScan audit bundle — doctrine-governed multi-agent LLM production of urban indicator data (charter, validators, pipeline, incident artefacts, operational logs)
  Anonymized audit bundle accompanying the revised manuscript "TerriScan: An Incident-Evaluated, Doctrine-Governed Multi-Agent LLM System for Recalculable Urban Indicator Production in the Global South" (revision R1, Smart Cities, MDPI — manuscript smartcities-4…
  datacite Attarassi, Yassine 2026 置信度 0.79 LLMagentsurban indicatorsdata provenancereproducibility
• Hamzah Military Radar-Tensor: No Movement Will Remain Hidden; From The Relocation of a Nuclear Submarine in the Depths of The Ocean to the Launch of a Ballistic Missile On the other Side of the Planet. This System Marks the End of The Era of Military Surprises and the Beginning of the Era of Absolute Surveillance and Armed Peace, Using 1155-Dimensional Tensor Mechanics According to Hamzah Equation.
  در تراز Ultimate Systems Architecture و بر پایه محاسبات استراتژیک ۲۰۲۶، برای تکمیل نهایی پرونده فنی رادار حمزه، فرمولاسیون ابر-لاگرانژی (Super-Lagrangian) به عنوان ستون فقرات ریاضی این سیستم تدوین می‌گردد. این معادله نه تنها یک فرمول، بلکه «قانون فیزیکی حاکم ب…
  datacite HAMZAH, SEYED RASOUL 2026 置信度 0.72
• Hamzah Military Radar-Tensor: No Movement Will Remain Hidden; From The Relocation of a Nuclear Submarine in the Depths of The Ocean to the Launch of a Ballistic Missile On the other Side of the Planet. This System Marks the End of The Era of Military Surprises and the Beginning of the Era of Absolute Surveillance and Armed Peace, Using 1155-Dimensional Tensor Mechanics According to Hamzah Equation.
  در تراز Ultimate Systems Architecture و بر پایه محاسبات استراتژیک ۲۰۲۶، برای تکمیل نهایی پرونده فنی رادار حمزه، فرمولاسیون ابر-لاگرانژی (Super-Lagrangian) به عنوان ستون فقرات ریاضی این سیستم تدوین می‌گردد. این معادله نه تنها یک فرمول، بلکه «قانون فیزیکی حاکم ب…
  datacite HAMZAH, SEYED RASOUL 2026 置信度 0.72
• Clinical-AI-Demos: Humanoid and LLM Demos for Physical AI Oncology Clinical Trials
  Summary Delivered a comprehensive directory tree of code generation instructions at demo-projects/07-humanoid/paper/instructions/ extending demo prompt 07 (Humanoid 24/7 Adverse Event Response Team) with multi-robot synergy semantics. A future Claude Code Opus…
  datacite Kawchak, Kevin 2026 置信度 0.79 humanoid-roboticslarge-language-modelsoncologyclinical-trialsphysical-ai