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large language models

GeneTech 知识引擎共收录 1727 篇相关科研实体，横跨 30 个垂直领域。数据来自 OpenAlex、arXiv、Crossref、PubMed、Europe PMC 等公开学术源，全部可溯源到原文。

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• Not Just One Agent: Multi-Agent Systems for Medicine from Answer Generation to Accountable Workflow Orchestration
  2026 · AI Agent 生态 · Large language models (LLMs) have advanced medical reasoning, but static question-answering performance remains insufficient for clinical workflows that require evolving patient-state tracking, evidence integration, role…
• GPCR-Nexus: Multi-Agent Orchestration for Knowledge Retrieval
  2026 · AI Agent 生态 · Abstract We present GPCR-Nexus, an AI-driven platform for integrated exploration of G protein–coupled receptor (GPCR) biology that unifies structured databases with unstructured scientific literature. The system combines…
• Cross-Agent Memory Architecture with Contextual Coherence and Factually Grounded Multi-Agent System
  2026 · AI Agent 生态 · Abstract The growth of Large Language Models (LLMs) as universal reasoning tool has led to the creation of intelligentagent systems. However, ensuring smooth communication between multiple agents, maintaining contextual …
• Self-Evolving Multi-Agent Fuzzing for Industrial IoT with Knowledge-Driven Cognitive Reasoning.
  2026 · AI Agent 生态 · Securing the Industrial Internet of Things (IIoT) is paramount, yet proprietary protocols remain vulnerable to deep-state logic flaws that traditional fuzzers often fail to reach. We propose MALF, a Multi-Agent LLM Fuzzi…
• NeuDiff Agent: a governed AI workflow for single-crystal neutron crystallography.
  2026 · AI Agent 生态 · Large-scale facilities increasingly face analysis and reporting latency as a limiting step in scientific throughput, particularly for structural studies that require iterative reduction, integration, refinement and valid…
• Multi-Agent Debate System Based on Large Language Models: Structured Deliberation and Validation in Satellite Communications
  2026 · AI Agent 生态 · Abstract Structured multi-agent debates among Large Language Models (LLMs) have emerged as a powerful paradigm for enhancing reasoning reliability and argumentative coherence. Motivated by the European Space Agency's (ES…
• gffutilsAI: an AI-agent for interactive genomic feature exploration in GFF files
  2025 · AI Agent 生态 · A bstract The General Feature Format (GFF) is widely used to represent genomic annotations, but its hierarchical, multi-attribute structure makes manual querying and analysis challenging. Existing libraries such as gffut…
• A Bilingual On-Premises AI Agent for Clinical Drafting: Implementation Report of Seamless Electronic Health Records Integration in the Y-KNOT Project.
  2025 · AI Agent 生态 · Large language models (LLMs) have shown promise in reducing clinical documentation burden, yet their real-world implementation remains rare. Especially in South Korea, hospitals face several unique challenges, such as st…
• Agentic Workflow Generation: Mit Agentic AI von der funktionalen Beschreibung zur ausführbaren Prozesslogik
  2026 · AI Agent 生态 · Zusammenfassung Die automatisierte Erstellung von Workflows gilt als vielversprechender Ansatz, um auch Fachkräfte ohne tiefgehende Programmierkenntnisse in die Prozessautomatisierung einzubinden. Doch bestehende Ansätze…
• Agent Name Service (ANS): A Universal Directory for Secure AI Agent Discovery and Interoperability
  2026 · AI Agent 生态 · The proliferation of AI agents requires robust mechanisms for secure discovery. This paper introduces the Agent Name Service (ANS), a novel architecture based on DNS addressing the lack of a public agent discovery framew…
• RepoAI: Automated Code Refactoring through Multi-Agent LLM Orchestration and Retrieval-Augmented Generation
  2026 · AI Agent 生态 · While Large Language Models have demonstrated strong code generation ca-pabilities, existing approaches operate at single-file level without repository-wide context or systematic validation. This paper presents RepoAI, a…
• PeLED Agent: an evidence-grounded agentic workflow for additive discovery in perovskite light-emitting diodes
  2026 · AI Agent 生态 · Additive engineering has become the primary strategy for advancing perovskite light-emitting diode (PeLED) performance, but choosing the right molecule from a vast chemical space still relies on human intuition. Large la…
• SuperSAGA: A Supervisor-Subordinate Agentic workflow for the Generation of Assertions
  2026 · AI Agent 生态 · We present SuperSAGA, an agentic semi-automated formal verification framework that assists in generating, debugging, and refining SystemVerilog Assertions (SVA) from natural language specifications. Rather than relying o…
• Financial Info AI Agent: Building a High-Accuracy Agentic Workflow for Investor Relations Analytics
  2026 · AI Agent 生态 · Building enterprise-grade chat agents capable of answering questions across both structured and unstructured financial data remains a fundamental challenge. The Financial Info AI Agent addresses this by implementing a du…
• MACV: A Specialized Multi-Agent and Consensus Framework for Reliable LLM Outputs
  2026 · AI Agent 生态 · Large language models (LLMs) write smoothly but still sometimes make believable yet incorrect or unsupported claims so called hallucinations. To address this, we propose MACV (Multi-Agent Cross-Verification), a modular s…
• An LLM-Based Agent Framework for Intelligent Power Module Design
  2026 · AI Agent 生态 · This paper proposes a large language model (LLM)driven agent for power module design. Unlike conventional automation pipelines, it employs a standardized tool interface contract (description-schema-function) to encapsula…
• AgriGuard AI: A Cloud-Agnostic Multi-Agent System for Precision Agriculture
  2026 · AI Agent 生态 · Agriculture remains one of the most operationally complex and environmentally sensitive industries in the modern world. This paper presents AgriGuard AI, a cloud-agnostic multi-agent agricultural intelligence system inte…
• AgriGuard AI: A Cloud-Agnostic Multi-Agent System for Precision Agriculture
  2026 · AI Agent 生态 · Agriculture remains one of the most operationally complex and environmentally sensitive industries in the modern world. This paper presents AgriGuard AI, a cloud-agnostic multi-agent agricultural intelligence system inte…
• Analysis code, deployable pipeline, and aggregate results for a real-world quality-assurance audit of a challenge-winning intracranial aneurysm detection model
  2026 · AI Agent 生态 · Supporting archive for a single-institution retrospective quality-assurance audit of the publicly released first-place entry of the 2025 RSNA Intracranial Aneurysm Detection AI Challenge, applied to 6,592 consecutive bra…
• Analysis code, deployable pipeline, and aggregate results for a real-world quality-assurance audit of a challenge-winning intracranial aneurysm detection model
  2026 · AI Agent 生态 · Supporting archive for a single-institution retrospective quality-assurance audit of the publicly released first-place entry of the 2025 RSNA Intracranial Aneurysm Detection AI Challenge, applied to 6,592 consecutive bra…
• Analysis code, deployable pipeline, and aggregate results for a real-world quality-assurance audit of a challenge-winning intracranial aneurysm detection model
  2026 · AI Agent 生态 · Supporting archive for a single-institution retrospective quality-assurance audit of the publicly released first-place entry of the 2025 RSNA Intracranial Aneurysm Detection AI Challenge, applied to 6,592 consecutive bra…
• Data and analysis scripts: A multi-agent AI system for supporting teachers — MCQ quality evaluation
  2026 · AI Agent 生态 · Anonymized data and reproducible analysis scripts for the article "A multi-agent AI system for supporting teachers: quality evaluation of Teacher-, AI-, and Teacher-AI created multiple-choice questions" (Menze, Radović &…
• The Age of Autonomous Agents: A Bibliometric Review of Agentic AI Architectures, Applications, and Emerging Challenges
  2026 · AI Agent 生态 · The rapid evolution of large language models (LLMs) has catalyzed a shift from passive AI systems toward autonomous agentic architectures capable of reasoning, memory, tool use, and multi-agent collaboration. This biblio…
• GENERATIVE AI AND MACHINE LEARNING USING PYTHON
  2026 · AI Agent 生态 · Generative AI and Machine Learning Using Python Artificial Intelligence is transforming the world, and Generative AI is leading the next wave of innovation. This comprehensive book provides a practical, hands-on approach…
• GENERATIVE AI AND MACHINE LEARNING USING PYTHON
  2026 · AI Agent 生态 · Generative AI and Machine Learning Using Python Artificial Intelligence is transforming the world, and Generative AI is leading the next wave of innovation. This comprehensive book provides a practical, hands-on approach…
• An NLP Analysis of Emotional and Empathic Mechanisms Behind the Outgroup Experience Effect
  2026 · AI Agent 生态 · This project is a secondary, NLP-based analysis of conversational data collected as part of a larger parent study, the "Vanderbilt BOT Lab Outgroup Experience Effect Study" (see https://osf.io/smu2r). The parent study ex…
• Designing an AI Agent System to Execute Biodesign Debate Process
  2026 · AI Agent 生态 · Early-stage healthcare innovation depends on systematic unmet need discovery, a process constrained by time and multidisciplinary coordination. We developed BioDesign Agent, a multi-agent debate framework built on LangGr…
• Dataset for: PACE-SIMS: Checkpoint-Gated Autonomous SIMS Characterization with AI-Agent Data Quality Control.
  2026 · AI Agent 生态 · PACE-SIMS blind-study dataset Measurement data, quality-control record, sealed ground truth and run documentation for "PACE-SIMS: Checkpoint-Gated Autonomous SIMS Characterization with AI-Agent Data Quality Control". Ass…
• Dataset for: PACE-SIMS: Checkpoint-Gated Autonomous SIMS Characterization with AI-Agent Data Quality Control.
  2026 · AI Agent 生态 · PACE-SIMS blind-study dataset Measurement data, quality-control record, sealed ground truth and run documentation for "PACE-SIMS: Checkpoint-Gated Autonomous SIMS Characterization with AI-Agent Data Quality Control". Ass…
• Explainable AI for Marketing Intelligence: Interpretable Multi-Agent Systems for Data-Driven Decision Support
  2026 · AI Agent 生态 · Marketing decision-makers face increasing complexity in allocating budgets across multi-channel campaigns while ensuring transparency, causal rigor, and regulatory compliance. Existing approaches, including Marketing Mix…
• Single-Agent vs. Multi-Agent LLM Grading for Vietnamese E-commerce Essays: A Cross-Model Study with Aggregation-Strategy Ablation
  2026 · AI Agent 生态 · Preprint / Under Review Note:This manuscript is currently under review for FISAT 2026. Abstract:Rubric-based grading keeps assessment fair but is hard to scale in large classrooms. We built an end-to-end agentic AI pipel…
• Single-Agent vs. Multi-Agent LLM Grading for Vietnamese E-commerce Essays: A Cross-Model Study with Aggregation-Strategy Ablation
  2026 · AI Agent 生态 · Preprint / Under Review Note:This manuscript is currently under review for FISAT 2026. Abstract:Rubric-based grading keeps assessment fair but is hard to scale in large classrooms. We built an end-to-end agentic AI pipel…
• SWOT: Enabling Communication-Reconfiguration Overlap for Collective Communication in Optical Networks
  2026 · AI Agent 生态 · AI Reproduction Evidence Official AE record: Artifact Available + Artifact Evaluated — Functional. To give users a clear picture of actual reproducibility, we performed a fully autonomous AI-only reproduction run: AI cod…
• BioDockify Pharma AI: An Autonomous, Human-in-the-Loop Research Assistant Integrating Molecular Dynamics, Docking, ADMET, Biostatistics, and Scientific Communication
  2026 · AI Agent 生态 · BioDockify Pharma AI, an open-source, Docker-deployed Human-in-the-Loop platform that integrates 16 pharmaceutical research modules into a single browser-based environment. The platform unifies literature search across 1…
• BioDockify Pharma AI: An Autonomous, Human-in-the-Loop Research Assistant Integrating Molecular Dynamics, Docking, ADMET, Biostatistics, and Scientific Communication
  2026 · AI Agent 生态 · BioDockify Pharma AI, an open-source, Docker-deployed Human-in-the-Loop platform that integrates 16 pharmaceutical research modules into a single browser-based environment. The platform unifies literature search across 1…
• Foundations and Evolution of NLP: Concepts, Architectures, Techniques, Mathematical Principles and Emerging Paradigms
  2026 · AI Agent 生态 · \textbf{Background:}Natural Language Processing (NLP) has evolved from rule-based and statistical approaches to deep learning, transformer architectures, large language models, retrieval-augmented generation, semantic em…
• Foundations and Evolution of NLP: Concepts, Architectures, Techniques, Mathematical Principles and Emerging Paradigms
  2026 · AI Agent 生态 · \textbf{Background:}Natural Language Processing (NLP) has evolved from rule-based and statistical approaches to deep learning, transformer architectures, large language models, retrieval-augmented generation, semantic em…
• Autonomous Event Driven Multi Agent Orchestration for Enterprise AI at Scale
  2026 · AI Agent 生态 · Enterprise AI aims to move toward continuous event monitoring, detection, and action across specialist agents, yet existing multi-agent systems largely assume discrete request-response workflows and remain underexplored …
• A Security Analysis of the OpenClaw AI Agent Framework
  2026 · AI Agent 生态 · 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 soft…
• An open-weight Large Language Model agent for condition monitoring and predictive maintenance in wind energy systems
  2026 · AI Agent 生态 · 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 record…
• Developing An AI Agent for Technical Support in the Machine Tools Industry
  2026 · AI Agent 生态 · In the machine tool industry, technical support services operate under strict efficiency constraints, yet technicians often struggle with extensive, highly granular documentation and inconsistent troubleshooting workflow…
• ConvPayMAS: Conversational Payment Multi-Agent System with Agent-to-Agent Protocol and Three-Mandate Verification
  2026 · AI Agent 生态 · Agentic commerce promises end-to-end shopping experiences driven by collaborating LLM agents, but deployment is constrained by fragmented checkout flows and strict payment-security and compliance requirements (e.g., PCI)…
• Supplementary Materials for "A Validated Implementation Instance of Schema-Mediated Conversational and Agentic BPM with an MCP Mediation Layer, Generative AI, and Defense in Depth"
  2026 · AI Agent 生态 · Supplementary materials supporting the IEEE Access manuscript on a validated implementation instance of schema-mediated conversational and agentic AI-Augmented Business Process Management Systems (ABPMS), with an MCP med…
• Aegis Agent Framework: Proactive Fall Detection and Response using a Multi-Agent System
  2026 · AI Agent 生态 · Current at-home safety systems are reactive and prone to false alarms. We present the Aegis Agent Framework, a proactive multi-agent system that turns standard cameras into intelligent monitors. Three autonomous agents-P…
• MacroAllocAgent: From macro narratives to strategic asset allocation via a multi-agent LLM system
  2026 · AI Agent 生态 · We propose MacroAllocAgent, a multi-agent Large Language Model (LLM) system designed to translate macro-financial narratives into strategic asset allocation weights for long-horizon investors. The system processes Chines…
• A Multi-Agent System Digital Twin Framework for Pre-Hospital and Emergency Department Triage
  2026 · AI Agent 生态 · MethodsSix autonomous agents — Dispatch, Pre-Hospital Triage, ED Triage (ERTRIAGE machine learning CDS), Monitoring, Resource Allocation, and Discharge/Admit — were formally specified with HL7 FHIR R4 interoperability, c…
• CodeSync: Multi-Agent System for Programming Assistance and Deterministic Thinking
  2026 · AI Agent 生态 · Large language models (LLMs) have transformed programming and software development, but their non-deterministic nature poses challenges to reproducible program synthesis. This paper proposes a multi-agent system, CodeSyn…
• MALPRE: Malware Protocol Reverse Engineering through Code Slicing and Agentic Workflow
  2025 · AI Agent 生态 · Clarifying malware communication protocols is critical for enhancing system security. Existing protocol reverse engineering (PRE) methods lack effective strategies, failing to recover protocol structures or infer precise…
• TEM Agent: enhancing transmission electron microscopy (TEM) with modern AI tools
  2025 · AI Agent 生态 · Abstract Recent improvements in large language models (LLMs) have had a dramatic effect on capabilities and productivity across many disciplines involving critical thinking and writing. The development of the model conte…
• Memory OS of AI Agent
  2025 · AI Agent 生态 · Large Language Models (LLMs) face a crucial challenge from fixed context windows and inadequate memory management, leading to a severe shortage of long-term memory capabilities and limited personalization in the interact…
• Demo: Conversational AI Agent for ML Infrastructure Monitoring and Analysis
  2025 · AI Agent 生态 · We present a conversational AI framework for monitoring and analysis of distributed AI/ML infrastructure based on a multi-agent architecture. The system incorporates specialized agents for topology discovery, health asse…
• Can We Trust AI Agents? - Supplementary Material
  2025 · AI Agent 生态 · This is the supplementary material for the paper "Can We Trust AI Agents? A Case Study of an LLM-Based Multi-Agent System for Ethical AI", published in the Proceedings of the 8th Conference on Technology Ethics (TETHICS …
• Can We Trust AI Agents? - Supplementary Material
  2025 · AI Agent 生态 · This is the supplementary material for the paper "Can We Trust AI Agents? A Case Study of an LLM-Based Multi-Agent System for Ethical AI", published in the Proceedings of the 8th Conference on Technology Ethics (TETHICS …
• Theoretical Modeling of Multi-Agent Collaborative System for Scientific and Technological Information
  2025 · AI Agent 生态 · We found that some systems and conflicts of interest now affect shared resources, so we wanted to solve these problems. To make this problem clear, we made a hierarchical model with five parts that are interconnected. Th…
• Semantic Tracing in LLM-Based Multi-Agent Systems Using LangChain, LangGraph, and LangSmith for AI Governance
  2026 · AI Agent 生态 · Abstract Autonomous multi-agent systems built on large language models exchange goals, constraints, evidence commitments, and tool-mediated actions through natural-language handoffs. Across hops, semantic meaning may dri…
• Enhancing reliability and automation of LLM-based structural analysis using a hybrid multi-agent pipeline.
  2026 · AI Agent 生态 · Large language models (LLMs) can assist engineering workflows, but their direct application in structural analysis is fundamentally limited by numerical inconsistencies, prompt sensitivity, and context degradation. To ad…
• Autonomous AI and Agentic Testing Agents: A Multi-Agent Architecture for Self-Directed Software Quality Assurance
  2026 · AI Agent 生态 · Abstract Software testing has historically depended on scripted automation and human-crafted test oracles, both of which struggle to keep pace with continuously evolving user interfaces, microservice topologies, and rele…
• Two Paths of AI in Social Science Research: Super Agent and Human Mirror
  2026 · AI Agent 生态 · Large language models (LLMs) are being applied across the social sciences along two qualitatively different trajectories. The *super-agent* path optimizes models to reason correctly and solve problems as an idealized rat…
• Specification-first convergence with an AI coding agent: a case study of dismantling a core architectural invariant across 189 files in a 717k-line codebase with no test oracle and no human code review
  2026 · AI Agent 生态 · Abstract This paper reports a single, fully instrumented case study of a large-scale architectural refactoring by an AI coding agent under a specification-first protocol, with no human review of the generated code and no…
• Agentic AI for Intelligent Stock Market Prediction: A Multi-Agent Framework Combining LSTM, Transformer, XGBoost, FinBERT, and Reinforcement Learning
  2026 · AI Agent 生态 · Abstract Predicting stock prices remains one of the most challenging problems in applied machine learning—not because markets are random, but because the structure underlying price movements is continuously contested and…

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