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• MARLens: Understanding Multi-Agent Reinforcement Learning for Traffic Signal Control via Visual Analytics.
  The issue of traffic congestion poses a significant obstacle to the development of global cities. One promising solution to tackle this problem is intelligent traffic signal control (TSC). Recently, TSC strategies leveraging reinforcement learning (RL) have ga…
  pubmed Zhang Y, Zheng G, Liu Z, Li Q 等 2025 Jul 置信度 0.82
• Multiagent-System-Based Attention Mechanism for Predicting Product Popularity: Handling Positive-Negative Diffusion Over Social Networks.
  This brief is concerned with the prediction problem of product popularity under a social network (SN) with positive-negative diffusion (PND). First, a PND model is proposed to enable the simulation of product diffusion, and three user states are defined. Secon…
  pubmed Li M, Wang Z, Li K, Liao X 2025 Jan 置信度 0.82
• Adversarial Dynamics in Centralized Versus Decentralized Intelligent Systems.
  Artificial intelligence (AI) is often used to predict human behavior, thus potentially posing limitations to individuals' and collectives' freedom to act. AI's most controversial and contested applications range from targeted advertisements to crime prevention…
  pubmed Brinkmann L, Cebrian M, Pescetelli N 2025 Apr 置信度 0.82
• Phase II study of rituximab given in conjunction with standard chemotherapy in primary central nervous system lymphoma (PCNSL): a trial of the ECOG-ACRIN cancer research group (E1F05).
  Therapy of primary CNS lymphoma (PCNSL) has focused on multi-agent chemotherapy designed to cross the blood brain barrier. Rituximab has demonstrated activity in PCNSL. E1F05 is an ECOG-ACRIN multicenter phase 2 prospective trial of rituximab with high-dose me…
  pubmed Swinnen LJ, O'Neill A, Imus PH, Gujar S 等 2018 Jan 2 置信度 0.82
• The Resolution Conservation Law: Subdivision, the Recompiled Moment, and the Triad SHAPE-FILL-USE
  The Resolution Conservation Law: Subdivision, the Recompiled Moment, and the Triad SHAPE-FILL-USE Driven By Dean A. Kulik June 2026 Introduction: Digital Physics and the Universe as a Computational Substrate The historical progression of physical theory has sy…
  datacite kulik, dean 2026 置信度 0.66
• The Resolution Conservation Law: Subdivision, the Recompiled Moment, and the Triad SHAPE-FILL-USE
  The Resolution Conservation Law: Subdivision, the Recompiled Moment, and the Triad SHAPE-FILL-USE Driven By Dean A. Kulik June 2026 Introduction: Digital Physics and the Universe as a Computational Substrate The historical progression of physical theory has sy…
  datacite kulik, dean 2026 置信度 0.66
• The Computational Universe: A Recursive Harmonic Framework
  The Computational Universe: A Recursive Harmonic Framework Driven by Dean A. Kulik October, 2025 Part I: Foundations and Formulations Part I: Foundations and Formulations Chapter 1: Recursion, Curvature, Collapse, and Memory – Metageometric Principles 1.1 Recu…
  datacite Kulik, Dean 2025 置信度 0.66
• The Computational Universe: A Recursive Harmonic Framework
  The Computational Universe: A Recursive Harmonic Framework Driven by Dean A. Kulik October, 2025 Part I: Foundations and Formulations Part I: Foundations and Formulations Chapter 1: Recursion, Curvature, Collapse, and Memory – Metageometric Principles 1.1 Recu…
  datacite Kulik, Dean 2025 置信度 0.66
• The Secondary Signature of Immune System - The Architecture of Secondary Stage - Sam Coole 2026 ©️
  The Secondary Signature of the Immune System Framework / The Architecture of Secondary Stage Anti-Cooling-Coding-Maintenance (ACCM) Author: Sam Coole‌ Foreword This work is not a minor revision to existing immunology—it is a paradigm reset. For decades, the fi…
  datacite COOLE, SAM, COOLE, SAM, COOLE, SAM 2026 置信度 0.66
• The Secondary Signature of Immune System - The Architecture of Secondary Stage - Sam Coole 2026 ©️
  The Secondary Signature of the Immune System Framework / The Architecture of Secondary Stage Anti-Cooling-Coding-Maintenance (ACCM) Author: Sam Coole‌ Foreword This work is not a minor revision to existing immunology—it is a paradigm reset. For decades, the fi…
  datacite COOLE, SAM, COOLE, SAM, COOLE, SAM 2026 置信度 0.66
• The Secondary Signature of Immune System - The Architecture of Secondary Stage - Sam Coole 2026 ©️
  The Secondary Signature of the Immune System Framework / The Architecture of Secondary Stage Anti-Cooling-Coding-Maintenance (ACCM) Author: Sam Coole‌ Foreword This work is not a minor revision to existing immunology—it is a paradigm reset. For decades, the fi…
  datacite COOLE, SAM 2026 置信度 0.66
• The Secondary Signature of Immune System - The Architecture of Secondary Stage - Sam Coole 2026 ©️
  The Secondary Signature of the Immune System Framework / The Architecture of Secondary Stage Anti-Cooling-Coding-Maintenance (ACCM) Author: Sam Coole‌ Foreword This work is not a minor revision to existing immunology—it is a paradigm reset. For decades, the fi…
  datacite COOLE, SAM 2026 置信度 0.66
• The Secondary Signature of Immune System - The Architecture of Secondary Stage - Sam Coole 2026 ©️
  The Secondary Signature of the Immune System Framework / The Architecture of Secondary Stage Anti-Cooling-Coding-Maintenance (ACCM) Author: Sam Coole‌ Foreword This work is not a minor revision to existing immunology—it is a paradigm reset. For decades, the fi…
  datacite COOLE, SAM 2026 置信度 0.66
• The Secondary Signature of Immune System - The Architecture of Secondary Stage - Sam Coole 2026 ©️
  The Secondary Signature of the Immune System Framework / The Architecture of Secondary Stage Anti-Cooling-Coding-Maintenance (ACCM) Author: Sam Coole‌ Foreword This work is not a minor revision to existing immunology—it is a paradigm reset. For decades, the fi…
  datacite COOLE, SAM 2026 置信度 0.66
• Energy-Gradient-Driven Computational Universe:Time-Entropy Mapping; Mass-Gravity Duality;Metric-Frequency Mirroring
  Previous Version Updating From February 2025: https://doi.org/10.5281/zenodo.14788393 Abstract:This paper proposes a two-layer fiber bundle space model where spacetime is composed of Planck-scale discrete units -Space Elementary Quanta (SEQ) and Sub-Planck-sca…
  datacite Zou, Zhi Kai 2026 置信度 0.66
• Multiplicative-Entropy-Driven Invariant-Topology Two-Layer Chiral-Space (MITC):A Conceptual Model Bridging General Relativity, Quantum Field Theory, and Quantum Thermodynamics
  Previous Version Updating From February 2025: https://doi.org/10.5281/zenodo.14788393 Abstract:This paper proposes a two-layer fiber bundle space model where spacetime is composed of Planck-scale discrete units -Space Elementary Quanta (SEQ) and Sub-Planck-sca…
  datacite Zou, Zhi Kai 2026 置信度 0.66
• Synchronization on circles and spheres with nonlinear interactions
  We consider the dynamics of $n$ points on a sphere in $\mathbb{R}^d$ ($d \geq 2$) which attract each other according to a function $φ$ of their inner products. When $φ$ is linear ($φ(t) = t$), the points converge to a common value (i.e., synchronize) in variou…
  datacite Criscitiello, Christopher, Rebjock, Quentin, McRae, Andrew D., Boumal, Nicolas 2024 置信度 0.66 Optimization and Control (math.OC)Machine Learning (cs.LG)Dynamical Systems (math.DS)FOS: MathematicsFOS: Computer and information sciences
• Designing the Nation: Communication Design as a Practice of Cultural Negotiation in Singapore’s Nation Branding
  The conceptualisation of nation branding has traditionally privileged marketing and public relations frameworks, positioning the nation as a competitive, marketable entity whose identity can be coordinated through corporate branding logics (Anholt 2007; Dinnie…
  datacite Alan Fong 2026 置信度 0.66 Visual communication design (incl. graphic design)
• RA-CONSULTING/AUREON-QUANTUM-TRADING-SYSTEM-AQTS-: AUREON Quantum Trading System (AQTS) v0.9.0 – Initial Public Release
  Overview AUREON Quantum Trading System (AQTS) is a multi‑agent autonomous cryptocurrency trading platform built as a practical validation of the Harmonic Nexus Core (HNC) framework. Markets are modelled as a temporal field Ψ ( t ) S ( t ) + O ( t ) + E ( t ) Ψ…
  datacite The Quantum Frequency 2025 置信度 0.66 Aureonquantum trading systemAQTSalgorithmic tradingsoftware archive
• RA-CONSULTING/AUREON-QUANTUM-TRADING-SYSTEM-AQTS-: AUREON Quantum Trading System (AQTS) v0.9.0 – Initial Public Release
  Overview AUREON Quantum Trading System (AQTS) is a multi‑agent autonomous cryptocurrency trading platform built as a practical validation of the Harmonic Nexus Core (HNC) framework. Markets are modelled as a temporal field Ψ ( t ) S ( t ) + O ( t ) + E ( t ) Ψ…
  datacite The Quantum Frequency 2025 置信度 0.66 Aureonquantum trading systemAQTSalgorithmic tradingsoftware archive
• Extraction Data — Interoperability Mechanisms for System-of-Systems: A Systematic Literature Review
  RSL_SoS_Data — Extraction Data for the Systematic Literature Review Paper: Interoperability Mechanisms for System-of-Systems: A Systematic Literature Review Authors: Thyago Ferreira Vieira, Ronaldo R. Goldschmidt, Maria C. R. Cavalcanti, Ricardo Choren Institu…
  datacite Ferreira Vieira, Thiago 2026 置信度 0.66 SoSMechanismInteroperabilitySystem-of-SystemsSurvey
• Extraction Data — Interoperability Mechanisms for System-of-Systems: A Systematic Literature Review
  RSL_SoS_Data — Extraction Data for the Systematic Literature Review Paper: Interoperability Mechanisms for System-of-Systems: A Systematic Literature Review Authors: Thyago Ferreira Vieira, Ronaldo R. Goldschmidt, Maria C. R. Cavalcanti, Ricardo Choren Institu…
  datacite Ferreira Vieira, Thiago 2026 置信度 0.66 SoSMechanismInteroperabilitySystem-of-SystemsSurvey
• Engineering Emergence on Quantum Processors — The Foundation: A Coherence-Witnessed Quantum Controller (15.8σ), Certified Multipartite Entanglement Inside the Loop (11.6σ), a Cross-Device Phase-Domain Memory That Heals Its Own Decay, a Remembered Movement, a Memory That Dreams, and a Decision Organ That Is Obeyed — From Steerable Symmetry Breaking to a Working Mind, Pre-Registered on Three Heron R2 Devices
  Update August 2026 (v14 bundle addition, FINAL) — The associative memory flown perfect and self-healing, a mind that decides and is obeyed, and the closing of this document as the programme's foundation (Sections 38–40) This final update closes the document. S…
  datacite Westrick, Bernd 2026 置信度 0.66
• Case study code: Hybrid multi-agent black-box optimization framework — three process systems engineering case studies
  This repository contains the case study code used to evaluate a hybrid multi-agent black-box optimization framework across three process systems engineering design problems, as reported in the associated PhD thesis. The framework coordinates metaheuristic and …
  datacite Udomvorakulchai, Veerawat, Fraga, Eric 2026 置信度 0.66
• Case study code: Hybrid multi-agent black-box optimization framework — three process systems engineering case studies
  This repository contains the case study code used to evaluate a hybrid multi-agent black-box optimization framework across three process systems engineering design problems, as reported in the associated PhD thesis. The framework coordinates metaheuristic and …
  datacite Udomvorakulchai, Veerawat, Fraga, Eric 2026 置信度 0.66
• Applied Identity Physics: AIM Due Diligence and FCA Category 3 Reckless Disregard for Corpus-Adjacent Research
  Applied Identity Physics: AIM Due Diligence and FCA Category 3 Reckless Disregard for Corpus-Adjacent Research Architect: HIGHTISTIC (Russell Vernon Trent III) Coordinate: [9,9,8,4] · Origins Series · Paper 4 · v1.0.6 Source prediction: Origins Series Paper 3 …
  datacite Trent, Russell 2026 置信度 0.66
• Applied Identity Physics: AIM Due Diligence and FCA Category 3 Reckless Disregard for Corpus-Adjacent Research
  Applied Identity Physics: AIM Due Diligence and FCA Category 3 Reckless Disregard for Corpus-Adjacent Research Architect: HIGHTISTIC (Russell Vernon Trent III) Coordinate: [9,9,8,4] · Origins Series · Paper 4 · v1.0.6 Source prediction: Origins Series Paper 3 …
  datacite Trent, Russell 2026 置信度 0.66
• Engineering Emergence on Quantum Processors — The Foundation: A Coherence-Witnessed Quantum Controller (15.8σ), Certified Multipartite Entanglement Inside the Loop (11.6σ), a Cross-Device Phase-Domain Memory That Heals Its Own Decay, a Remembered Movement, a Memory That Dreams, and the First Decision Organ — From Steerable Symmetry Breaking to a Half-Built Mind, Pre-Registered on Three Heron R2 Devices
  Update August 2026 (v14 bundle addition, FINAL) — The associative memory flown perfect and self-healing, the first decision organ, and the closing of this document as the programme's foundation (Sections 38–40) This final update closes the document. Section 38…
  datacite Westrick, Bernd 2026 置信度 0.66
• Security Architecture for AI Agent Systems
  Large Language Model agents that call external tools are vulnerable to indirect prompt injection: adversarial instructions hidden in retrieved data can hijack the agent into unauthorised tool calls or data exfiltration. CaMeL (Google DeepMind, 2025), the found…
  datacite Czech, Bartłomiej 2026 置信度 0.66 prompt injectionAI agentsCaMeLinformation flow controlAI security
• Security Architecture for AI Agent Systems
  Large Language Model agents that call external tools are vulnerable to indirect prompt injection: adversarial instructions hidden in retrieved data can hijack the agent into unauthorised tool calls or data exfiltration. CaMeL (Google DeepMind, 2025), the found…
  datacite Czech, Bartłomiej 2026 置信度 0.66 prompt injectionAI agentsCaMeLinformation flow controlAI security
• Security Architecture for AI Agent Systems
  Large Language Model agents that call external tools are vulnerable to indirect prompt injection: adversarial instructions hidden in retrieved data can hijack the agent into unauthorised tool calls or data exfiltration. CaMeL (Google DeepMind, 2025), the found…
  datacite Czech, Bartłomiej 2026 置信度 0.66 prompt injectionAI agentsAI agent securitylarge language modelsinformation flow control
• Engineering Emergence on Quantum Processors: A Coherence-Witnessed Quantum Controller (15.8σ), Certified Multipartite Entanglement Inside the Loop (11.6σ), a Cross-Device Phase-Domain Memory, a Remembered Movement, and a Memory That Dreams — From Steerable Symmetry Breaking to Spontaneous Replay from Born Noise, Pre-Registered on Three Heron R2 Devices
  Update August 2026 (v13 bundle addition) — A memory that dreams, and the quench that refused to freeze (Section 37) This update removes the last remaining input, and reports a registered test that failed honestly. The dream arm takes the walker of Section 36 a…
  datacite Westrick, Bernd 2026 置信度 0.66
• Pisama-bench v1-lite: held-out evaluation set for multi-agent failure detectors
  Pisama-bench v1-lite is the public held-out evaluation benchmark for the Pisama multi-agent failure detection system. The benchmark contains 1,774 entries across 66 detection types at hard difficulty, drawn deterministically from the internal Pisama golden dat…
  datacite Nikulainen, Tuomo 2026 置信度 0.66 multi-agent systemsLLM agentsfailure detectionbenchmarkevaluation
• Pisama-bench v1-lite: held-out evaluation set for multi-agent failure detectors
  Pisama-bench v1-lite is the public held-out evaluation benchmark for the Pisama multi-agent failure detection system. The benchmark contains 1,774 entries across 66 detection types at hard difficulty, drawn deterministically from the internal Pisama golden dat…
  datacite Nikulainen, Tuomo 2026 置信度 0.66 multi-agent systemsLLM agentsfailure detectionbenchmarkevaluation
• AQuA: Recursively Self-Improving Quantitative Trading Research Agents
  We study recursive self-improvement at the level of quantitative-investment research: whether an autonomous system can use evidence from earlier experiments to improve the hypotheses and candidates proposed in later iterations. We present AQuA, which comprises…
  datacite Guo, Jiacheng, Huang, Suozhi, Gao, Yunlong, Li, Zihao 等 2026 置信度 0.66 Computation and Language (cs.CL)Artificial Intelligence (cs.AI)FOS: Computer and information sciences
• Engineering Emergence on Quantum Processors: A Coherence-Witnessed Quantum Controller (15.8σ), Certified Multipartite Entanglement Inside the Loop (11.6σ), a Cross-Device Phase-Domain Memory, and a Remembered Movement — From Steerable Symmetry Breaking to Associative Sequence Memory, Pre-Registered on Three Heron R2 Devices
  Update August 2026 (v12 bundle addition) — A remembered movement: associative sequence memory in the emergent order (Section 36) This update gives the controller an associative memory, and then gives that memory time. Firmware v4.9 places a full 36×36 coupling…
  datacite Westrick, Bernd 2026 置信度 0.66
• Cold Fusion Solved: CollectiveOS White Paper
  Exhaustive Analysis of the CollectiveOS Lawful Micro-Scale Aneutronic LENR Architecture Executive Summary and Strategic Context The challenge of Low-Energy Nuclear Reactions (LENR), historically referred to as cold fusion, has persisted for decades within the …
  datacite Brewer, Mark Anthony 2026 置信度 0.66
• Cold Fusion Solved: CollectiveOS White Paper
  Exhaustive Analysis of the CollectiveOS Lawful Micro-Scale Aneutronic LENR Architecture Executive Summary and Strategic Context The challenge of Low-Energy Nuclear Reactions (LENR), historically referred to as cold fusion, has persisted for decades within the …
  datacite Brewer, Mark Anthony 2026 置信度 0.66
• Recursive AI Drift: A 2025 Prediction Timeline External Validation Audit and Technical Note
  Recursive AI Drift: A 2025 Prediction Timeline External Validation Audit and Technical Note Richard J. Reyes - Original Release: May 12, 2026 OverviewThis technical note presents a dated prediction audit of a June 2025 forecast concerning recursive symbolic dr…
  datacite Reyes, Richard J. 2026 置信度 0.66 recursive AI driftcoherence miragesemantic driftsymbolic driftmodel collapse
• Recursive AI Drift: A 2025 Prediction Timeline External Validation Audit and Technical Note
  Recursive AI Drift: A 2025 Prediction Timeline External Validation Audit and Technical Note Richard J. Reyes - Original Release: May 12, 2026 OverviewThis technical note presents a dated prediction audit of a June 2025 forecast concerning recursive symbolic dr…
  datacite Reyes, Richard J. 2026 置信度 0.66 recursive AI driftcoherence miragesemantic driftsymbolic driftmodel collapse
• Engineering Emergence Across Quantum Processors: The Feedback Loop Internalized into the Unitary — a Coherence-Witnessed Quantum Controller (15.8σ) Under the Command of a Silicon Chip, Genuine Multipartite Entanglement Certified Inside the Loop (11.6σ), a 107σ Coherence Witness Replicated Across Devices, a Pre-Registered Failure Matrix of Sham and Topology Controls, 25 Minutes of Hierarchical Control Under Actuator Attack, a Cross-Device Phase-Domain Memory, an Image Whose Every Pixel Spans Two Machines, and a Retention Law Blind to Topology — One Collective Across Three Devices, a Majority Vote That Converts the Minority, Steerable Symmetry Breaking, Programmable Hysteresis, a Steered Chimera, 60σ-Witnessed GHZ Branch Decisions, the Duality Bound Under a Continuous Imprint Knob, a Classical-Mediator Reference for Entanglement Witnesses, Pre-Registered Simulations, Null Controls, Three Heron R2 Devices
  Update August 2026 (v11 bundle addition) — Certification: genuine multipartite entanglement inside the loop (11.6σ), a 107σ replicated coherence witness, the failure matrix, and 25 minutes of hierarchical control under actuator attack (Sections 34.2–35) This u…
  datacite Westrick, Bernd 2026 置信度 0.66
• Minh Khoe Tue Y Smart Healthcare System
  Minh Khoe Tue Y Smart Healthcare System v1.1.2 Release on Oct. 26, 2025. Author: Du Yu (杜宇; @duyu09, qluduyu09@163.com) Repository: https://github.com/duyu09/MKTY-System LLM weights for non-Chinese developers: https://huggingface.co/Duyu/MKTY-3B-Chat LLM weigh…
  datacite Du, Yu 2025 置信度 0.66
• Minh Khoe Tue Y Smart Healthcare System
  Minh Khoe Tue Y Smart Healthcare System v1.1.2 Release on Oct. 26, 2025. Author: Du Yu (杜宇; @duyu09, qluduyu09@163.com) Repository: https://github.com/duyu09/MKTY-System LLM weights for non-Chinese developers: https://huggingface.co/Duyu/MKTY-3B-Chat LLM weigh…
  datacite Du, Yu 2025 置信度 0.66
• Aegis Dossier v1: Forensic Provenance Analysis and Conceptual Overlap Ledger
  Aegis Dossier v1: Forensic Provenance Analysis and Conceptual Overlap Ledger Part I: Public-Facing Summary of the Provenance Dispute and the AI Governance Paradigm Shift The architectural governance of artificial intelligence is currently undergoing a multi-tr…
  datacite Brewer, Mark Anthony 2026 置信度 0.66
• Aegis Dossier v1: Forensic Provenance Analysis and Conceptual Overlap Ledger
  Aegis Dossier v1: Forensic Provenance Analysis and Conceptual Overlap Ledger Part I: Public-Facing Summary of the Provenance Dispute and the AI Governance Paradigm Shift The architectural governance of artificial intelligence is currently undergoing a multi-tr…
  datacite Brewer, Mark Anthony 2026 置信度 0.66
• After You Build It: Deployment-Time Failure Modes in AI Systems and the Ground-Truth Discipline That Prevents Them
  A well-designed AI system is not a finished one. It is the beginning of a new set of problems. The companion paper to this report, Honest Machines (Gupta, 2026) mapped the design-time roots of AI deception and proposed a complementary stack of six layers as th…
  datacite Gupta, Shekhar 2026 置信度 0.66 artificial intelligenceAI deploymentAI safetyAI accountabilityagentic AI
• After You Build It: Deployment-Time Failure Modes in AI Systems and the Ground-Truth Discipline That Prevents Them
  A well-designed AI system is not a finished one. It is the beginning of a new set of problems. The companion paper to this report, Honest Machines (Gupta, 2026) mapped the design-time roots of AI deception and proposed a complementary stack of six layers as th…
  datacite Gupta, Shekhar 2026 置信度 0.66 artificial intelligenceAI deploymentAI safetyAI accountabilityagentic AI
• Dataset: SOD1 Research July 2026 - PathMap Experiment #000084
  Interactive Data Viewer: Read, View, and Print from Day 1 Use our fully interactive viewer to view, read, and print this research data right from Day 1: https://pathmap.org/viewer.php?id=84 Artificial General Intelligence LLC Claim Evaluated: SOD1 Research Jul…
  datacite Dungan, Joshua 2026 置信度 0.66 Genetic Testing_gates_from_genetic_testingDrug Delivery Systems_gates_to_drug_delivery_systems_gates_from_drug_delivery_systems
• Dataset: SOD1 Research July 2026 - PathMap Experiment #000084
  Interactive Data Viewer: Read, View, and Print from Day 1 Use our fully interactive viewer to view, read, and print this research data right from Day 1: https://pathmap.org/viewer.php?id=84 Artificial General Intelligence LLC Claim Evaluated: SOD1 Research Jul…
  datacite Dungan, Joshua 2026 置信度 0.66 Genetic Testing_gates_from_genetic_testingDrug Delivery Systems_gates_to_drug_delivery_systems_gates_from_drug_delivery_systems
• Andampindambrahmandam (APB): Universal Research Database Engine for Cross-Scale Physics and Omics v 0.8
  Andampindambrahmandam (APB)Genome-Based Quantum Computing Through Particle Language ModelsCopyright © 2026 Coding Photon Pvt Ltd. All Rights Reserved. Published for academic visibility and collaboration inquiries only. Commercial use requires written permissio…
  datacite Sankaramanchi, Raghavendra Rao 2026 置信度 0.66
• Operational SAR Flood Mapping as a Full-Stack Systems Problem: An AI-Enabled Perspective
  This repository contains the evaluation scripts, workflow notes, and derived summary outputs used to support the manuscript: Operational SAR Flood Mapping as a Full-Stack Systems Problem: An AI-Enabled Perspective The materials document the comparative evidenc…
  datacite Yang, Qing 2026 置信度 0.66 - SAR flood mapping - Sentinel-1 - SIENA - VIIRS-FIM - DSWX-HLS - NOAA ERI - flood inundation mapping - comparative evaluation - remote sensing - hydrology
• Anduril LatticeOS: Autonomous Operations Model: Schema, Counter-Narrative, and Implementation
  Version 4 (16 August 2026). New version of 10.5281/zenodo.19266807 (v3 / Zenodo 1.3.0, 27 March 2026). Concept DOI (always latest PDF): 10.5281/zenodo.19265271. What changed since v3 SDK pin moved from v4.4.0 to Python SDK v4.24.0 (July 2026). New Section 2.6 …
  datacite Bilar, Daniyel Yaacov 2026 置信度 0.66 LatticeOSAndurilAI governanceDoD Directive 3000.09autonomous operations model
• Fully distributed data-driven model-free adaptive control for consensus tracking in multi-agent systems.
  This paper introduces a fully distributed model-free adaptive control (MFAC) approach for consensus tracking in multi-agent systems (MASs) with compact form data linearization (CFDL). Unlike prior methods that require agents to know the full communication grap…
  pubmed Sahafi SSA, Farsangi MM 2025 Mar 置信度 0.82
• Improved approximation-free control for the leader-follower tracking of the multi-agent systems with disturbance and unknown nonlinearity.
  Approximation-free control effectively addresses uncertainty and disturbances without relying on approximation techniques such as fuzzy logic systems (FLS) and neural networks (NNs). However, singularity problems-where signals exceed preset boundaries under dy…
  pubmed Hu X, Wen G, Yin H 2025 Mar 置信度 0.82
• Modelling diversity in hospital strategies in city-scale ambulance dispatching with coupled game-theoretic model and discrete-event simulation.
  The optimization in the ambulance dispatching process is significant for patients who need early treatments. However, the problem of dynamic ambulance redeployment for destination hospital selection has rarely been investigated. The paper proposes an approach …
  pubmed Fu X, Krzhizhanovskaya V, Yakovlev A, Kovalchuk S 2025 Feb 置信度 0.82
• Advantages and Inconveniences of a Multi-Agent Large Language Model System to Mitigate Cognitive Biases in Diagnostic Challenges.
  pubmed Bousquet C, Beltramin D 2025 Jan 20 置信度 0.82
• Regional consensus of switched positive multi-agent systems with multiple equilibria.
  This paper investigates regional proportional-integral-derivative consensus of switched positive multi-agent systems with multiple equilibria. A distributed proportional-integral-derivative control protocol is developed by integrating the communication protoco…
  pubmed Zhang J, Zhang P, Raïssi T, Aslam BU 2025 Jan 18 置信度 0.82
• Multiplexed inhibition of immunosuppressive genes with Cas13d for combinatorial cancer immunotherapy.
  The complex nature of the immunosuppressive tumor microenvironment (TME) requires multi-agent combinations for optimal immunotherapy. Here we describe multiplex universal combinatorial immunotherapy via gene silencing (MUCIG), which uses CRISPR-Cas13d to silen…
  pubmed Zhang F, Chow RD, He E, Dong C 等 2025 Dec 置信度 0.82
• Dynamic event-triggered tolerant containment control protocol for discrete multiagent systems based on finite index policy iteration algorithm.
  For tolerant containment control of multi-agent systems, considering the challenges in modeling and the impact of actuator faults on system security and reliability, a finite index dynamic event-triggered policy iteration algorithm is proposed. This algorithm …
  pubmed Yan S, Li X, Qian H, Al Mamun A 2025 Mar 置信度 0.82
• A comprehensive review of digital twin in healthcare in the scope of simulative health-monitoring.
  Digital twins (DTs) emerged in the wake of Industry 4.0 and the creation of cyber-physical systems, motivated by the increased availability and variability of machine and sensor data. DTs are a concept to create a digital representation of a physical entity an…
  pubmed Nadeem M, Kostic S, Dornhöfer M, Weber C 等 2025 Jan-Dec 置信度 0.82
• TIMAR: Transition-informed representation for sample-efficient multi-agent reinforcement learning.
  In MARL (Multi-Agent Reinforcement Learning), the trial-and-error learning paradigm based on multiple agents requires massive interactions to produce training samples, significantly increasing both the training cost and difficulty. Therefore, enhancing data ef…
  pubmed Feng M, Yang Y, Zhou W, Li H 2025 Apr 置信度 0.82
• Adaptive average arterial pressure control by multi-agent on-policy reinforcement learning.
  The current research introduces a model-free ultra-local model (MFULM) controller that utilizes the multi-agent on-policy reinforcement learning (MAOPRL) technique for remotely regulating blood pressure through precise drug dosing in a closed-loop system. With…
  pubmed Hong X, Ayadi W, Alattas KA, Mohammadzadeh A 等 2025 Jan 3 置信度 0.82
• QTypeMix: Enhancing multi-agent cooperative strategies through heterogeneous and homogeneous value decomposition.
  In multi-agent cooperative tasks, the presence of heterogeneous agents is familiar. Compared to cooperation among homogeneous agents, collaboration requires considering the best-suited sub-tasks for each agent. However, the operation of multi-agent systems oft…
  pubmed Fu S, Zhao S, Li T, Yan Y 2025 Apr 置信度 0.82
• Electromagnetic metamaterial agent.
  Metamaterials have revolutionized wave control; in the last two decades, they evolved from passive devices via programmable devices to sensor-endowed self-adaptive devices realizing a user-specified functionality. Although deep-learning techniques play an incr…
  pubmed Hu S, Li M, Xu J, Zhang H 等 2025 Jan 1 置信度 0.82
• Adaptive bipartite time-varying formation tracking control for heterogeneous multi-agent systems with DoS attacks.
  Denial-of-service (DoS) attacks and antagonistic interactions may exist in complex networks, which will destroy cooperative communication between agents and thus cannot realize collaborative tasks. Therefore, this paper studies time-varying formation tracking …
  pubmed Tang C, Ji L, Yang S, Guo X 2025 Feb 置信度 0.82
• Multi-Agent Deep Reinforcement Learning for Multi-Echelon Inventory Management.
  We apply heterogeneous-agent proximal policy optimization (HAPPO), a multi-agent deep reinforcement learning (MADRL) algorithm, to the decentralized multi-echelon inventory management problems in both a serial supply chain and a supply chain network. We also e…
  pubmed Liu X, Hu M, Peng Y, Yang Y 2025 Jul 置信度 0.82
• Cooperative regulation based on virtual vector triangles asymptotically compressed in multidimensional space for time-varying nonlinear multi-agent systems.
  This study constructs virtual vector triangles in multidimensional space to address cooperative control issue in time-varying nonlinear multi-agent systems. The distributed adaptive virtual point and its dynamic equations are designed, with this virtual point,…
  pubmed Wang Z, Liu J 2025 Feb 置信度 0.82
• Neural network-based dynamic target enclosing control for uncertain nonlinear multi-agent systems over signed networks.
  Neural networks have significant advantages in the estimation of uncertainty dynamics, which can afford highly accurate prediction outcomes and enhance control robustness. With this in mind, this study presents a neural network-based method to investigate the …
  pubmed Li W, Yue J, Shi M, Lin B 等 2025 Apr 置信度 0.82
• A discrete-time clustered distributed algorithm for solving linear equations under denial-of-service attacks.
  This paper investigates the problem of designing a discrete-time clustered distributed algorithm to solve large-scale linear equations via clustered multi-agent network in the presence of denial-of-service attacks. First, a discrete-time clustered distributed …
  pubmed Wang B, Chen C, Li J 2025 May 置信度 0.82
• MAF: An algorithm based on multi-agent characteristics for infrared and visible video fusion.
  Addressing the limitation of existing infrared and visible video fusion models, which fail to dynamically adjust fusion strategies based on video differences, often resulting in suboptimal or failed outcomes, we propose an infrared and visible video fusion alg…
  pubmed Liu Y, Ji L, Yang F, Guo X 2025 置信度 0.82
• Accurate POI recommendation for random groups with improved graph neural networks and a multi-negotiation model.
  In recent years, the growing prevalence of group activities has brought increased interest in Point of Interest (POI) recommendations for groups. While significant progress has been made in recommending POIs for fixed groups, research on personality-aware reco…
  pubmed Song X, Liu Z, Meng L, Chu D 等 2025 Mar 4 置信度 0.82
• MIXRTs: Toward Interpretable Multi-Agent Reinforcement Learning via Mixing Recurrent Soft Decision Trees.
  While achieving tremendous success in various fields, existing multi-agent reinforcement learning (MARL) with a black-box neural network makes decisions in an opaque manner that hinders humans from understanding the learned knowledge and how input observations…
  pubmed Liu Z, Zhu Y, Wang Z, Gao Y 等 2025 May 置信度 0.82
• Integration of Multi-Source Medical Data for Medical Diagnosis Question Answering.
  Medical question answering aims to enhance diagnostic support, improve patient education, and assist in clinical decision-making by automatically answering medical-related queries, which is an important foundation for realizing intelligent healthcare. Existing…
  pubmed Peng Q, Cai Y, Liu J, Zou Q 等 2025 Mar 置信度 0.82
• Adaptive formation learning control for cooperative AUVs under complete uncertainty.
  This paper addresses the critical need for adaptive formation control in Autonomous Underwater Vehicles (AUVs) without requiring knowledge of system dynamics or environmental data. Current methods, often assuming partial knowledge like known mass matrices, lim…
  pubmed Jandaghi E, Zhou M, Stegagno P, Yuan C 2024 置信度 0.82
• Application of Artificial Intelligence Generated Content in Medical Examinations.
  As the rapid development of large language model, artificial intelligence generated content (AIGC) presents novel opportunities for constructing medical examination questions. However, it is unclear about the way of effectively utilizing AIGC for designing med…
  pubmed Li R, Wu T 2025 置信度 0.82
• SmartAPM framework for adaptive power management in wearable devices using deep reinforcement learning.
  Wearable devices face a significant challenge in balancing battery life with performance, often leading to frequent recharging and reduced user satisfaction. In this paper, we introduce the SmartAPM (Smart Adaptive Power Management) framework, a novel approach…
  pubmed Sunder R, Lilhore UK, Rai AK, Ghith E 等 2025 Feb 26 置信度 0.82
• Dimensions of superiority: How deep reinforcement learning excels in urban drainage system real-time control.
  Reducing combined sewer overflows and flooding is crucial for the efficient operation of urban drainage systems. Traditional real-time control (RTC) methods often fall short in efficiency and performance, which prompts the exploration of innovative approaches.…
  pubmed Huang Z, Wang Y, Dong X 2025 Sep 1 置信度 0.82
• Admissible consensus tracking control for nonlinear singular multi-agent systems via sampled-data event-triggered mechanisms.
  This paper discusses the admissible consensus tracking problem for nonlinear singular multi-agent systems under sampled-data event-triggered mechanisms, where the nonlinear dynamics are unknown. In the sampled-data framework, both static and dynamic event-trig…
  pubmed Yuan T, Li L 2025 Apr 置信度 0.82
• Constraining an Unconstrained Multi-agent Policy with offline data.
  Real-world multi-agent decision-making systems often have to satisfy some constraints, such as harmfulness, economics, etc., spurring the emergence of Constrained Multi-Agent Reinforcement Learning (CMARL). Existing studies of CMARL mainly focus on training a …
  pubmed Guan C, Jiang T, Li YC, Zhang Z 等 2025 Jun 置信度 0.82
• FLDQN: Cooperative Multi-Agent Federated Reinforcement Learning for Solving Travel Time Minimization Problems in Dynamic Environments Using SUMO Simulation.
  The increasing volume of traffic has led to severe challenges, including traffic congestion, heightened energy consumption, increased air pollution, and prolonged travel times. Addressing these issues requires innovative approaches for optimizing road network …
  pubmed Mamond AW, Kundroo M, Yoo SE, Kim S 等 2025 Feb 3 置信度 0.82
• Evolutionary multi-agent reinforcement learning in group social dilemmas.
  Reinforcement learning (RL) is a powerful machine learning technique that has been successfully applied to a wide variety of problems. However, it can be unpredictable and produce suboptimal results in complicated learning environments. This is especially true…
  pubmed Mintz B, Fu F 2025 Feb 1 置信度 0.82
• Bottom-up robust modelling for the foraging behaviour of Physarum polycephalum.
  The true slime mould Physarum polycephalum has the remarkable capability to perform self-organized activities such as network formation among food sources. Despite well reproducing the emergence of slime networks, existing models are limited in the investigati…
  pubmed Reginato D, Proverbio D, Giordano G 2025 Feb 置信度 0.82
• A guide to eusocial insect faulted agent resilience and its engineering applications.
  Resilience is a vital aspect of modern systems, especially in multi-agent systems, where faulted agents (agents who do not behave properly) can compromise system performance. In response to this need for resilience, we turn to biological inspiration. Eusocial …
  pubmed Hand J, Watson B 2025 Feb 18 置信度 0.82
• TDAG: A multi-agent framework based on dynamic Task Decomposition and Agent Generation.
  The emergence of Large Language Models (LLMs) like ChatGPT has inspired the development of LLM-based agents capable of addressing complex, real-world tasks. However, these agents often struggle during task execution due to methodological constraints, such as e…
  pubmed Wang Y, Wu Z, Yao J, Su J 2025 May 置信度 0.82
• SAFE-CAST: secure AI-federated enumeration for clustering-based automated surveillance and trust in machine-to-machine communication.
  Machine-to-machine (M2M) communication within the Internet of Things (IoT) faces increasing security and efficiency challenges as networks proliferate. Existing approaches often struggle with balancing robust security measures and energy efficiency, leading to…
  pubmed Tuncel YK, Öztoprak K 2025 置信度 0.82
• Modeling and simulation of genotypic Tumor Mutational Burden and Phenotypic Immunogenicity biomarkers in cancer immunoediting with Ising-Hamiltonian characterization.
  In the Tumor Micro-Environment, cancer progression and its relationship with the Immune System (IS) are described in terms of cancer immunoediting (CI) phases, each of which is characterized by different types and levels of interaction between the tumor cells …
  pubmed Rojas-Domínguez A, Martínez-Vargas IU, Alvarado-Mentado M 2025 Mar 置信度 0.82
• Distributed multi-agent reinforcement learning for multi-objective optimal dispatch of microgrids.
  The distributed microgrids cooperate to accomplish economic and environmental objectives, which have a vital impact on maintaining the reliable and economic operation of power systems. Therefore a distributed multi-agent reinforcement learning (MARL) algorithm…
  pubmed Wang X, Liu S, Xu Q, Shao X 2025 Mar 置信度 0.82
• Human-inspired strategies for controlling swarm systems.
  The control of swarms has emerged as a paradigmatic example of human-autonomy teaming. This review focuses on understanding human coordination behaviours, while controlling evasive autonomous agents, to inform the design of human-compatible teammates. We summa…
  pubmed Nalepka P, Patil G, Kallen RW, Richardson MJ 2025 Jan 30 置信度 0.82
• Signalling and social learning in swarms of robots.
  This paper investigates the role of communication in improving coordination within robot swarms, focusing on a paradigm where learning and execution occur simultaneously in a decentralized manner. We highlight the role communication can play in addressing the …
  pubmed Cazenille L, Toquebiau M, Lobato-Dauzier N, Loi A 等 2025 Jan 30 置信度 0.82
• A multi-agent reinforcement learning framework for cross-domain sequential recommendation.
  Sequential recommendation models aim to predict the next item based on the sequence of items users interact with, ordered chronologically. However, these models face the challenge of data sparsity. Recent studies have explored cross-domain sequential recommend…
  pubmed Liu H, Wei J, Zhu K, Li P 等 2025 May 置信度 0.82
• A multi-scale cognitive interaction model of instrument operations at the Linac Coherent Light Source.
  The Linac Coherent Light Source (LCLS) is the world's first x-ray free electron laser. It is a scientific user facility operated by the SLAC National Accelerator Laboratory, at Stanford, for the U.S. Department of Energy. As beam time at LCLS is extremely valu…
  pubmed Segal JI, Hu WL, Fuoss PH, Ritter FE 等 2025 Jan 1 置信度 0.82
• Dynamic mechanism and evolutionary game analysis of sports industry service transformation.
  Service transformation plays a pivotal role in achieving the sustainable development of the sports industry. This study originates from the interactive relationships among sports enterprises, consumers, and regulatory authorities, proposing a logical framework…
  pubmed Li Y, Kou X, Li Z, Ye S 2025 Jan 27 置信度 0.82
• Energy Management of On-Grid and Off-Grid Hybrid Microgrids Using Jade Based Multi-Agent System
  crossref PRAVEEN KUMAR REDDY K, P. Balachennaiah 2025-05-13T00:41:46Z 置信度 0.70
• Optimizing Crop Recommendation System Using Threshold and Decision-Level Fusion
  Nowadays crop recommendation systems face many obstacles in recommending suitable crops. A main challenge that has to be encounter is changes in environmental conditions and handling diverse dataset like soil and climate oriented dataset. Existing algorithm's …
  crossref Umamaheswari. R, Kannan. E 2025-02-27T18:43:07Z 置信度 0.70
• Tire–Road Friction Coefficient Estimation with Parameters Mismatch and Data Loss
  Chapter 5 addresses road surface friction coefficient estimation, focusing on a multi-model fusion framework and a model-based learning estimation framework, along with their performance validation.
  crossref 2025-10-17T21:16:53Z 置信度 0.70
• Outdoor Multi-UAV Collaborative Task Planning System Based on Multi-Agent and Improved PPO Algorithm
  Aiming at the problem of task collaboration and path planning for multi-agent drones in unknown environments, this paper proposes a multi-agent collaborative planning architecture that integrates a large language model (LLM) and a multimodal (MM) perception ne…
  crossref Runmin Wang, Zhongliang Deng 2025-09-17T11:27:18Z 置信度 0.70
• Poster: Multi-Agent LLM System for Cisco Router Configuration
  Every network device has a configuration file containing the current settings and operational functionality such as IP addresses, running routing processes, and filtering rules. When new functionality is requested, the network administrator updates the configu…
  crossref Michal Rozsíval, Petr Matoušek, Jaromír Kotala 2025-11-27T18:55:25Z 置信度 0.70
• Multi-Agent Cooperative Pursuit Algorithm for UGVs Based on MASAC
  This study investigates the multi-agent cooperative pursuit problem in complex environments. We overcome traditional algorithm constraints in state information exchange and exploration through decoupled reward function design and state decomposition techniques…
  crossref Min Fang, Jun Wang 2025-09-09T17:29:36Z 置信度 0.70
• Multi-agent system-process approach to ensuring food security
  The study is devoted to solving the critical problem of ensuring food security in the national security architecture in the context of global instability and sanctions pressure. The aim of the work is to formalize the management of uncertainties and collisions…
  crossref Sergey Pronichkin 2025-12-13T18:00:13Z 置信度 0.70
• MATDS : Multi-Agent Task Decomposition System based on LLMs
  In multi-agent systems, task decomposition must consider physical constraints, temporal dependencies among tasks, and interactions between agents. Decomposing high-level natural language instructions into executable multi-agent actions is a core component of m…
  crossref Joonyoung Jung, Dong-Oh Kang 2026-02-19T20:55:29Z 置信度 0.70