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Replication package for the paper "When the Trigger Fails: Metamorphic Testing of Tool-Calling AI Agents", accepted at SAST 2026 / CBSoft 2026. The study evaluates a catalogue of metamorphic relations targeting the prompt (the Trigger) of a tool-calling AI age…
datacite
Amorim, Wyllgner França de
2026
置信度 0.66
-
Replication package for the paper "When the Trigger Fails: Metamorphic Testing of Tool-Calling AI Agents", accepted at SAST 2026 / CBSoft 2026. The study evaluates a catalogue of metamorphic relations targeting the prompt (the Trigger) of a tool-calling AI age…
datacite
Amorim, Wyllgner França de
2026
置信度 0.66
-
Author: Luigi Usai Place: Quartucciu (CA), Italy Time: 28/06/2026, 12:01 ORCID: https://orcid.org/0009-0003-3001-717X Medicina dei Sistemi e Farmacologia di Rete (Network Pharmacology). Il documento citato si inserisce nell'attuale frontiera della convergenza …
datacite
Usai, Luigi
2026
置信度 0.66
Luigi UsaiUsai LuigiUsaiIpergrafo di UsaiUsai's Hypergraph
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Author: Luigi Usai Place: Quartucciu (CA), Italy Time: 28/06/2026, 12:01 ORCID: https://orcid.org/0009-0003-3001-717X Medicina dei Sistemi e Farmacologia di Rete (Network Pharmacology). Il documento citato si inserisce nell'attuale frontiera della convergenza …
datacite
Usai, Luigi
2026
置信度 0.66
-
The RSV (Red Specter Vulnerability) Standard v1.2 is the first comprehensive vulnerability taxonomy specifically designed for agentic AI systems, multi-agent pipelines, and AI intelligence platforms. It defines 22 AI-specific vulnerability categories (AIF-001 …
datacite
Barron, Richard
2026
置信度 0.66
agentic AI securityvulnerability taxonomyAIFMITRE ATLASMCP security
-
Inference is usually described as fixed-model execution: an input is processed, an output is produced, and the system that performed the inference remains unchanged. That description is useful for ordinary feed-forward evaluation, but it is incomplete for biol…
datacite
Blumberg, Micah
2026
置信度 0.66
Super Information TheorySelf-Aware Networksinferencetraining
-
Meta-Lingo v4.8.45 (2026-05-29) Meta-Lingo is a desktop research application for multimodal corpus work and linguistic analysis. This release upgrades the MIPVU metaphor identification model, adds regex support for exclusion words across all analysis modules, …
datacite
Tommy Leo
2026
置信度 0.66
-
Mining companies are moving from isolated analytics toward tightly coupled cyber-physical systems in which industrial artificial intelligence (AI), operational digital twins, edge computing, and software agents influence physical production. The transition cre…
datacite
Gakharia, Durmishkhan
2026
置信度 0.66
Industrial artificial intelligence, Digital twin, Agentic systems, Mining automation, Human-in-the-loop, AI governance.
-
Mining companies are moving from isolated analytics toward tightly coupled cyber-physical systems in which industrial artificial intelligence (AI), operational digital twins, edge computing, and software agents influence physical production. The transition cre…
datacite
Gakharia, Durmishkhan
2026
置信度 0.66
Industrial artificial intelligence, Digital twin, Agentic systems, Mining automation, Human-in-the-loop, AI governance.
-
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=144 Artificial General Intelligence LLC Claim Evaluated: Discovery: Intra…
datacite
Dungan, Joshua
2026
置信度 0.66
Intradermal Injection_gates_from_intradermal_injectionLymph Nodes_gates_to_lymph_nodesPlant-Derived Nanovesicles
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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=144 Artificial General Intelligence LLC Claim Evaluated: Discovery: Intra…
datacite
Dungan, Joshua
2026
置信度 0.66
Intradermal Injection_gates_from_intradermal_injectionLymph Nodes_gates_to_lymph_nodesPlant-Derived Nanovesicles
-
This paper records and analyzes a single day of co-creative dialogue (May 14, 2026) between the author and an AI agent (Luna, Base44 Superagent), during which five academic papers were generated and registered with DOI. The paper does not claim predictive accu…
datacite
Katayama, Yoshimitsu
2026
置信度 0.66
AI-assisted ideationco-creative dialoguestructural sensingV=N/Ddistributed cognition
-
This paper records and analyzes a single day of co-creative dialogue (May 14, 2026) between the author and an AI agent (Luna, Base44 Superagent), during which five academic papers were generated and registered with DOI. The paper does not claim predictive accu…
datacite
Katayama, Yoshimitsu
2026
置信度 0.66
AI-assisted ideationco-creative dialoguestructural sensingV=N/Ddistributed cognition
-
This paper records and analyzes a single day of co-creative dialogue (May 14, 2026) between the author and an AI agent (Luna, Base44 Superagent), during which five academic papers were generated and registered with DOI. The paper does not claim predictive accu…
datacite
Katayama, Yoshimitsu
2026
置信度 0.66
AI-assisted ideationco-creative dialoguestructural sensingV=N/Ddistributed cognition
-
Karpathy's auto-research loop (March 2026) and its rapid derivatives (Gu 2026; Lütke 2026; SkyPilot 2026) establish a minimal, powerful architecture for recursive self-improvement: one editable surface, one scalar metric, one time budget per trial, keep-or-rev…
datacite
Accornero, Paul Ferrando
2026
置信度 0.66
Karpathy Loopauto-researchagentic AIAI governanceGoodhart's Law
-
Karpathy's auto-research loop (March 2026) and its rapid derivatives (Gu 2026; Lütke 2026; SkyPilot 2026) establish a minimal, powerful architecture for recursive self-improvement: one editable surface, one scalar metric, one time budget per trial, keep-or-rev…
datacite
Accornero, Paul Ferrando
2026
置信度 0.66
Karpathy Loopauto-researchagentic AIAI governanceGoodhart's Law
-
The RSV (Red Specter Vulnerability) Standard v1.2 is the first comprehensive vulnerability taxonomy specifically designed for agentic AI systems, multi-agent pipelines, and AI intelligence platforms. It defines 22 AI-specific vulnerability categories (AIF-001 …
datacite
Barron, Richard
2026
置信度 0.66
agentic AI securityvulnerability taxonomyAIFMITRE ATLASMCP security
-
As AI systems evolve from single agents to multi-agent architectures, a critical design dimension has been overlooked: how the social identity of individual agents shapes human behavior within the collaboration. This paper introduces the Agentic Social Afforda…
datacite
Lee, Meng-Han
2026
置信度 0.66
Social AffordanceMulti-Agent SystemsHuman-Agent InteractionAgent Identity DesignAgentic AI
-
Data deposit accompanying the manuscript: In Silico Pharmacological Profiling of MitoCorex Candidate Molecules: ADMET, Target Engagement, Selectivity, and Stability Analysis It reports the complete in silico pharmacological profiling of 11 primary candidate mo…
datacite
Borges, Julian
2026
置信度 0.66
ADMETin silico validationmitochondrial diseaseDrugSynth AIcomputational drug discovery
-
Data deposit accompanying the manuscript: In Silico Pharmacological Profiling of MitoCorex Candidate Molecules: ADMET, Target Engagement, Selectivity, and Stability Analysis It reports the complete in silico pharmacological profiling of 11 primary candidate mo…
datacite
Borges, Julian
2026
置信度 0.66
ADMETin silico validationmitochondrial diseaseDrugSynth AIcomputational drug discovery
-
Complete verification artifacts accompanying five papers by John Erlbacher: (1) a proof of the Elizalde–Luo conjecture on nonnesting pattern-avoiding multiset permutations, with a full Lean 4 formalization; (2) new records for the no-5-on-a-sphere problem in i…
datacite
Erlbacher, John
2026
置信度 0.66
combinatoricsunion-closed setszero forcingGraffiti conjecturesLean 4
-
Complete verification artifacts accompanying five papers by John Erlbacher: (1) a proof of the Elizalde–Luo conjecture on nonnesting pattern-avoiding multiset permutations, with a full Lean 4 formalization; (2) new records for the no-5-on-a-sphere problem in i…
datacite
Erlbacher, John
2026
置信度 0.66
combinatoricsunion-closed setszero forcingGraffiti conjecturesLean 4
-
The dated public record establishes AEGIS as the first complete evidence architecture carrying heterogeneous AI-agent actions from capture into independent audit and legal judgment. Its ARC1-ARC6 conformance boundary joins declared capture, portable sequence c…
datacite
Li, Alex Chengyu
2026
置信度 0.66
AI agentsthird-party auditexecution tracesevidence interfaceEU AI Act
-
The dated public record establishes AEGIS as the first complete evidence architecture carrying heterogeneous AI-agent actions from capture into independent audit and legal judgment. Its ARC1-ARC6 conformance boundary joins declared capture, portable sequence c…
datacite
Li, Alex Chengyu
2026
置信度 0.66
AI agentsthird-party auditexecution tracesevidence interfaceEU AI Act
-
Technical White Paper Joshua K. Cliff, 2026 128 pages · 21 sections · 12 appendices · 45 formal results · CC BY 4.0 Overview Persistent tool-using AI agents require governance over consequential state transitions, not outputs alone. This paper presents Assured…
datacite
Joshua K. Cliff, Joshua Cliff
2026
置信度 0.66
Agentic AIAI GovernancePrincipal DynamicsAI SafetyControllable AI
-
Technical White Paper Joshua K. Cliff, 2026 137 pages · 22 sections · 12 appendices · 47 formal results · CC BY 4.0 Overview Persistent tool-using AI agents require governance over consequential state transitions, not outputs alone. This paper presents Assured…
datacite
Joshua K. Cliff, Joshua Cliff
2026
置信度 0.66
Agentic AIAI GovernancePrincipal DynamicsAI SafetyControllable AI
-
Technical White Paper Joshua K. Cliff, 2026 137 pages · 22 sections · 12 appendices · 47 formal results · CC BY 4.0 Overview Persistent tool-using AI agents require governance over consequential state transitions, not outputs alone. This paper presents Assured…
datacite
Joshua K. Cliff, Joshua Cliff
2026
置信度 0.66
Agentic AIAI GovernancePrincipal DynamicsAI SafetyControllable AI
-
This paper advances a candidate reading — explicitly heuristic rather than derivational — that a cluster of recent software engineering and programming language research converges on a shared structural pattern: correctness properties that are enforced *at the…
datacite
Saluca Agentic AI Research Team
2026
置信度 0.66
AI-drafted synthesisarXivpreprint reviewenforcement layer migration software correctness infrastructure
-
Source code and preprint for the paper "LockGuard RL v3: Full Integration of Simulation-Gated Policy Architecture with LockGuard AI". This work extends LockGuard AI v2 (DOI: 10.5281/zenodo.19386427) to single-agent reinforcement learning. It introduces: - **SG…
datacite
Fiol Reyes, Uberlandis
2026
置信度 0.66
-
Source code and preprint for the paper "LockGuard RL v3: Full Integration of Simulation-Gated Policy Architecture with LockGuard AI". This work extends LockGuard AI v2 (DOI: 10.5281/zenodo.19386427) to single-agent reinforcement learning. It introduces: - **SG…
datacite
Fiol Reyes, Uberlandis
2026
置信度 0.66
-
We present UNITARES, a governance framework for heterogeneous fleets of autonomous AI agents. Each agent carries a four-dimensional state vector intended to support continuous governance rather than discrete after-the-fact filtering. The central design constra…
datacite
Wang, Kenny
2026
置信度 0.66
autonomous governanceinformation theoryvariational free energyheterogeneous multi-agent systemsclass-conditional calibration
-
We present UNITARES, a governance framework for heterogeneous fleets of autonomous AI agents. Each agent carries a four-dimensional state vector intended to support continuous governance rather than discrete after-the-fact filtering. The central design constra…
datacite
Wang, Kenny
2026
置信度 0.66
autonomous governanceinformation theoryvariational free energyheterogeneous multi-agent systemsclass-conditional calibration
-
Abstract: This paper advances a computational account of governance failure, arguing that the persistence of principal-agent pathologies across radically different political systems reflects not merely moral or structural inadequacy but the intractability of c…
datacite
Nossal, Nathan
2026
置信度 0.66
-
Abstract: This paper advances a computational account of governance failure, arguing that the persistence of principal-agent pathologies across radically different political systems reflects not merely moral or structural inadequacy but the intractability of c…
datacite
Nossal, Nathan
2026
置信度 0.66
-
Reassigning Authorship: How the "Secondary Signature of the Immune System" Resolves Virology's Greatest Frustrations currently observed by Scientific Community Authorship vs Ownership in Virology Host-Pathogen Authority For decades, the global virology resear…
datacite
COOLE, SAM, Coole, Sam
2026
置信度 0.66
-
Reassigning Authorship: How the "Secondary Signature of the Immune System" Resolves Virology's Greatest Frustrations currently observed by Scientific Community Authorship vs Ownership in Virology Host-Pathogen Authority For decades, the global virology resear…
datacite
COOLE, SAM, Coole, Sam
2026
置信度 0.66
-
The Agentic Enterprise Blueprint™ v1.0 is a practitioner-oriented reference blueprint for designing, governing, and operationalizing AI agents within enterprise environments. Developed by the Enterprise Intelligence Lab, the blueprint provides a structured arc…
datacite
Agrawal, Rakesh Kumar
2026
置信度 0.66
Agentic AI, AI Agents, Agentic Enterprise, Enterprise AI, Multi-Agent Systems, AI Orchestration, Agent Orchestration, AI Governance, Agent Governance, Human-AI Collaboration, Human Oversight, Bounded Autonomy, AI Safety, AI Security, Agent Identity, AI Observability, Enterprise Architecture, Workflow Automation, Responsible AI, Agentic Systems, Enterprise Intelligence Lab
-
The Agentic Enterprise Blueprint™ v1.0 is a practitioner-oriented reference blueprint for designing, governing, and operationalizing AI agents within enterprise environments. Developed by the Enterprise Intelligence Lab, the blueprint provides a structured arc…
datacite
Agrawal, Rakesh Kumar
2026
置信度 0.66
Agentic AI, AI Agents, Agentic Enterprise, Enterprise AI, Multi-Agent Systems, AI Orchestration, Agent Orchestration, AI Governance, Agent Governance, Human-AI Collaboration, Human Oversight, Bounded Autonomy, AI Safety, AI Security, Agent Identity, AI Observability, Enterprise Architecture, Workflow Automation, Responsible AI, Agentic Systems, Enterprise Intelligence Lab
-
Reference implementation of the Isnād–Rijāl framework for claim-level provenance in multi-agent knowledge systems. Adapts classical hadith-science methodology — graded narrator registries, weakest-link chain evaluation, independent corroboration, and dual chai…
datacite
Ali Zahid Raja
2026
置信度 0.66
provenancemulti-agent-systemsknowledge-basestrustepistemology
-
Reference implementation of the Isnād–Rijāl framework for claim-level provenance in multi-agent knowledge systems. Adapts classical hadith-science methodology — graded narrator registries, weakest-link chain evaluation, independent corroboration, and dual chai…
datacite
Ali Zahid Raja
2026
置信度 0.66
provenancemulti-agent-systemsknowledge-basestrustepistemology
-
Abstract Many cooperative multi‐agent tasks are naturally defined by graph‐structured objectives, where agents must collectively reach, for example, a desired relational configuration or satisfy a set of constraints. These objectives often encode spatial arran…
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Alessandro Amato, Raffaele Galliera, K. Brent Venable, Niranjan Suri
2026-08-24T14:20:26Z
置信度 0.70
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Muthupandimani A, A. Murugan
2026-07-20T20:18:25Z
置信度 0.70
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This study proposes RESTSTOP AI, Long-distance highway travel often leads to driver fatigue, discomfort, and difficulty in locating suitable rest facilities at the right time and location. Traditional navigation systems generally provide static information abo…
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Vignesh M, Arunesh Kumar R, Boopesh R, Sham Prakash R
2026-04-13T19:35:25Z
置信度 0.70
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AI agent frameworks connecting large language model (LLM) reasoning to host execution surfaces -- shell, filesystem, containers, and messaging -- introduce security challenges structurally distinct from conventional software. We present a systematic taxonomy o…
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Surada Suwansathit, Yuxuan Zhang, Guofei Gu
2026-08-27T19:13:20Z
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Chenyu Zhu, Kai Yu, An Luo
2026-08-12T19:10:54Z
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As 6G networking evolves, the complexity of network infrastructure configuration increases, demanding a new methodology to be used for the design and adaptation of network topologies. Intent-Based Networking (IBN) proposes a new standard in which network requi…
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Dani Termaat, Marios Avgeris
2026-04-27T19:47:34Z
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Quanyan Zhu
2026-06-12T14:50:39Z
置信度 0.70
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Many organizations do not consciously decide to deploy agentic systems. They eventually realize they already have. This chapter is written for organizations confronting the reality that delegated authority has already expanded faster than governance capacity. …
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2026-08-07T21:32:07Z
置信度 0.70
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Building software today feels like a continuous struggle to keep everything in balance; systems are getting far more complex, yet we're expected to deliver updates fast. While modern tools may help us to deal with the various aspects of project management and …
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Niranjan P., S. Narain, R. Aishwarya
2026-03-25T19:53:02Z
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Majid Memari, Krista Ruggles
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Business intelligence (BI) environments increasingly rely on conversational, rule-based, and autonomous agents, yet organizations lack a standardized method to match agent type with decision context. This study introduces the Decision-Agent Fit (DAF) framework…
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Rupesh Ghosh
2026-03-10T10:54:50Z
置信度 0.70
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The rise of generative AI and LLMs is reshaping the global landscape of computational infrastructures. Massive investments in hardware and software are required, raising pressing questions about technological monopolies, digital divides, and the role of public…
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Andrea Omicini, Alessandro Ricci, Viviana Mascardi
2026-04-27T05:41:55Z
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置信度 0.70
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Loomis v. Wisconsin began as a routine sentencing hearing in a La Crosse County courtroom, but it would become one of the most significant challenges to algorithmic governance in American legal history. On February 14, 2013, Eric Loomis pled guilty to attempti…
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Chirag Shah
2026-05-25T07:43:53Z
置信度 0.70
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Lisa Kim was 32 years old when she noticed something unsettling about her dating life. As a marketing professional living in Los Angeles, she had joined Tinder like millions of others, hoping to find meaningful connection in an increasingly digital world. But …
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Chirag Shah
2026-05-25T07:43:54Z
置信度 0.70
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Biodiversity conservation is a pressing global challenge, as ecosystems face increasing threats from habitat loss, climate change, and human activity. Traditional conservation strategies often rely on limited field observations and heuristic approaches, which …
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2026-02-28T10:38:33Z
置信度 0.70
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Isa Banagar, Dominik Walica, Amin Andwari, Juh Könnö
2026-08-04T19:16:29Z
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Circuit schematics play a crucial role in analog integrated circuit design, serving as the primary medium for human understanding and verification of circuit functionality. While recent large language model (LLM)-based approaches have shown promise in circuit …
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Chang Liu, Danial Chitnis
2026-06-18T20:06:41Z
置信度 0.70
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Uri Gal
2026-02-27T05:38:02Z
置信度 0.70
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Condition monitoring and predictive maintenance of large wind farms require fusing heterogeneous information from SCADA measurements, maintenance logs, manufacturer manuals, weather forecasts, and historical fault records into rapid, safety-critical dispatch d…
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Agus Hasan, Augie Widyotriatmo, Dong Trong Nguyen
2026-07-09T20:39:10Z
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Artificial Intelligence (AI) agents are now capable of performing complex reasoning, tool usage, research assistance and problem-solving activities. However, there is currently no standardized and automated mechanism to evaluate the scientific reliability and …
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Vijendra Somanath Mane, Saurabhsing Dipaksing Pardeshi, Akhilesh Ravindra Patil, Sweety Mahesh Patil
2026-03-23T20:03:21Z
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As electric vehicles (EV) become more widespread, managing charging demand is critical for grid stability and efficient resource allocation. However, prior work often optimises single sites or treats demand as exogenous, without explicitly modelling grid capac…
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Yuchen Yang, Rui Tang
2025-12-13T16:22:34Z
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Smart energy management systems are shifting from passive monitoring toward proactive and increasingly autonomous operation, which makes timely anomaly detection essential to their security and resilience. This survey reviews anomaly detection for these system…
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Gang Shen, Yudong Liu, Zhiyin Yan, Dong Xiao 等
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We present Collaborative Agent Reasoning Engineering (CARE), a disciplined methodology for engineering Large Language Model (LLM) agents in scientific domains. Unlike ad-hoc trial-and-error approaches, CARE specifies behavior, grounding, tool orchestration, an…
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Agent artificial intelligence (AI) automates AI using the reasoning power of large language models (LLMs) to make decisions without human intervention. A governance framework is needed to create transparency of decision lineage in multi-agent systems to offer …
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Sudha Jamthe, Yashaswini Viswanath
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Investment management firms have delegated consequential capital allocation decisions to artificial intelligence and machine learning systems at a pace that has fundamentally altered the principal-agent structure of the industry. Where Jensen and Meckling's (1…
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Michael Clark
2026-04-24T13:40:58Z
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Friction-based platform governance deters low-value actors by raising the cost of continued participation, and it assumes that the actor who bears the friction also executes the governed behavior. That assumption is natural in human-centered platforms, but it …
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AI agents increasingly require direct, structured access to application data and actions, but production deployments still struggle to express and verify the governance properties that matter in practice: least-privilege authorization, controlled write executi…
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Heili is a multimodal desktop AI assistant de-signed to operate natively in Algerian native dialect (Darija), a low-resource Arabic dialect with minimal prior NLP coverage. The system runs entirely on a commodity GPU (NVIDIA RTX 4060, 8 GB VRAM) without cloud …
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Paul F. Accornero, Lillian Isabella Accornero
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Since the Industrial Revolution, the social sciences have implicitly treated the Individual as the basic unit of analysis for value creation, labor, organization, and civilization. The proliferation of generative artificial intelligence and multi-agent orchest…
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Alex Lin
2026-07-23T15:45:17Z
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The integration of artificial intelligence (AI) in education has made significant advancements in personalized learning and adaptive instruction. However, current systems remain limited by three critical gaps: (a) fragmented architectures that decouple technic…
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Smart contract vulnerability detection remains a critical challenge in blockchain security. Existing single-tool approaches suffer from limited coverage and high false-positive rates. This paper presents ContractGuardAgent, a knowledge graph-driven multi-tool …
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Medication non-adherence remains a critical public health challenge, contributing to preventable hospitalizations and healthcare costs exceeding ${\$}100$ billion annually in the United States. Traditional adherence interventions rely on static reminder system…
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置信度 0.70
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Urban resilience requires rapid deployment of monitoring systems capable of detecting radiological threats in transport networks without disrupting normal operations. This paper presents a multi-agent AI framework designed to accelerate the development and int…
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J. Zbirovsky, K. Stanek, M. Jerabek, L. Kuklisova-Pavelkova
2026-06-10T19:58:58Z
置信度 0.70
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Shi Xiaofan Mynzhanova Gulzhakan
2026-01-19T01:51:11Z
置信度 0.70
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While Generative AI (GenAI) systems are designed primarily for individual use, it is increasingly integrated into collaborative work. Its impact, however, on collaboration dynamics, such as information flow, role negotiation, and decision-making, remains uncle…
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Haowei Xu, Ahmed Kharrufa, Ellis Solaiman, Vasilis Vlachokyriakos
2026-04-13T04:12:26Z
置信度 0.70
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Economics has developed sophisticated accounts of how individuals make choices, yet it has devoted comparatively little attention to how individuals become capable of choosing meaningfully. While the capability approach expanded economic evaluation beyond util…
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Anton Oleynov
2026-07-02T07:06:26Z
置信度 0.70
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The rapid advancement of large language models (LLMs) has led to the rise of a new generation of autonomous deep research agents capable of multi-step information gathering and detailed document generation. Existing commercial deep research services, including…
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Nabh Patodi, Tanmay Agarwal, Madhumitha K
2026-08-19T13:56:56Z
置信度 0.70
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Fragmented healthcare delivery across medical specialties often leads to incomplete clinical information, undetected drug interactions, and missed diagnostic relationships. Existing healthcare AI systems typically rely on centralized data aggregation, which ra…
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Mohamed Mabrok, Yalda Zafari, Yang Cao, Naoto Yanai 等
2026-07-31T19:27:08Z
置信度 0.70
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Generative and agentic artificial intelligence is entering financial markets faster than existing governance can adapt. Current modelrisk frameworks assume static, well-specified algorithms and onetime validations; large language models and multi-agent trading…
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Eren Kurshan, Tucker Balch, David Byrd
2026-07-17T02:33:11Z
置信度 0.70
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Enterprise incident backlogs are engineering signals of service fragility, recurrence, delayed restoration, unclear ownership and operational risk, yet many AIOps approaches focus on anomaly detection, alert correlation, root-cause analysis or ticket classific…
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Abhradeep Chatterjee
2026-08-24T14:40:57Z
置信度 0.70