主题图谱 / reproducibility

reproducibility

GeneTech 知识引擎共收录 102 篇相关科研实体，横跨 20 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。

年度产出趋势

代表性文献（按质量分排序，前 60 条）

• OpenScientist: Supplementary Case Study Data
  2026 · AI Agent 生态 · Supplementary data for "OpenScientist: evaluating an open agentic AI co-scientist to accelerate biomedical discovery." This dataset contains research logs, knowledge states, provenance files, and generated figures for se…
• OpenScientist: Supplementary Case Study Data
  2026 · AI Agent 生态 · Supplementary data for "OpenScientist: evaluating an open agentic AI co-scientist to accelerate biomedical discovery." This dataset contains research logs, knowledge states, provenance files, and generated figures for se…
• OpenScientist: Supplementary Case Study Data
  2026 · 基因技术工具 · Supplementary data for "OpenScientist: evaluating an open agentic AI co-scientist to accelerate biomedical discovery." This dataset contains research logs, knowledge states, provenance files, and generated figures for se…
• OpenScientist: Supplementary Case Study Data
  2026 · 基因技术工具 · Supplementary data for "OpenScientist: evaluating an open agentic AI co-scientist to accelerate biomedical discovery." This dataset contains research logs, knowledge states, provenance files, and generated figures for se…
• AgenticGenomics: pharmacogenomics benchmark dataset for "Trustworthy agentic genomics through versioned skill libraries" (five-condition, 44,550 evaluations)
  2026 · 基因技术工具 · Benchmark dataset for Corpas et al. (2026), "Trustworthy agentic genomics through versioned skill libraries: deterministic, auditable pharmacogenomics across nine models" (under revision at Cell Genomics; CELL-GENOMICS-D…
• AgenticGenomics: pharmacogenomics benchmark dataset for 'Validated skills are necessary but not sufficient for trustworthy agentic genomics'
  2026 · 基因技术工具 · Benchmark dataset for Corpas et al. (2026), "Trustworthy agentic genomics requires validated skills, not better models" (under revision at Cell Genomics; CELL-GENOMICS-D-26-00551). Design. The synchronized package contai…
• AgenticGenomics: pharmacogenomics benchmark dataset for 'Validated skills are necessary but not sufficient for trustworthy agentic genomics'
  2026 · 基因技术工具 · Benchmark dataset for Corpas et al. (2026), "Validated skills are necessary but not sufficient for trustworthy agentic genomics" (under revision at Cell Genomics; CELL-GENOMICS-D-26-00551). Design. The package contains t…
• AgenticGenomics: pharmacogenomics benchmark dataset for "Executable skills localise LLM errors to input interpretation in agent-mediated pharmacogenomics" (five-condition factorial, real-genome and input-normalisation arms)
  2026 · 基因技术工具 · Benchmark dataset for Corpas et al. (2026), "Trustworthy agentic genomics through versioned skill libraries: deterministic, auditable pharmacogenomics across nine models" (under revision at Cell Genomics; CELL-GENOMICS-D…
• Extraction Workbook — Trustworthy Knowledge Distillation in Federated Learning: A Systematic Review of Proxy Data Strategies
  2026 · 隐私计算与数据要素 · This dataset contains the complete data-extraction workbook of the systematic literature review "Trustworthy Knowledge Distillation in Federated Learning: A Systematic Review of Proxy Data Strategies". The review, conduc…
• Extraction Workbook — Trustworthy Knowledge Distillation in Federated Learning: A Systematic Review of Proxy Data Strategies
  2026 · 隐私计算与数据要素 · This dataset contains the complete data-extraction workbook of the systematic literature review "Trustworthy Knowledge Distillation in Federated Learning: A Systematic Review of Proxy Data Strategies". The review, conduc…
• BioMutFed+: Reproducibility Artifacts (TMC-2025-09-2616)
  2026 · 隐私计算与数据要素 · Reproducibility artifacts for "BioMutFed+: Mutation-Driven Federated Learning for IIoT," IEEE Transactions on Mobile Computing (TMC-2025-09-2616). Two Jupyter notebooks reproduce the ten-seed Wisconsin Breast Cancer eval…
• BioMutFed+: Reproducibility Artifacts (TMC-2025-09-2616)
  2026 · 隐私计算与数据要素 · Reproducibility artifacts for "BioMutFed+: Mutation-Driven Federated Learning for IIoT," IEEE Transactions on Mobile Computing (TMC-2025-09-2616). Two Jupyter notebooks reproduce the ten-seed Wisconsin Breast Cancer eval…
• Coded evidence base for a PRISMA-guided systematic review of reporting fragmentation in federated-learning-based intrusion detection systems
  2026 · 隐私计算与数据要素 · The complete coded evidence base underlying a PRISMA-guided systematic review of reporting fragmentation in federated-learning-based network intrusion detection systems (FL-NIDS): the per-study extraction table for all 1…
• Coded evidence base for a PRISMA-guided systematic review of reporting fragmentation in federated-learning-based intrusion detection systems
  2026 · 隐私计算与数据要素 · The complete coded evidence base underlying a PRISMA-guided systematic review of reporting fragmentation in federated-learning-based network intrusion detection systems (FL-NIDS): the per-study extraction table for all 1…
• Supporting Data for State-Aware Upload Gating for Personalized Federated Learning in Mobile Edge Environments
  2026 · 隐私计算与数据要素 · This dataset contains the client-partition files, per-seed raw experimental logs, processed summary data, and analysis scripts supporting the results reported in “State-Aware Upload Gating for Personalized Federated Lear…
• Supporting Data for State-Aware Upload Gating for Personalized Federated Learning in Mobile Edge Environments
  2026 · 隐私计算与数据要素 · This dataset contains the client-partition files, per-seed raw experimental logs, processed summary data, and analysis scripts supporting the results reported in “State-Aware Upload Gating for Personalized Federated Lear…
• Phase B reproducibility package: Count records, job manifest, and analysis code for the auditable full-stack characterization of postselected CHSH correlations on the Quandela Belenos processor
  2026 · 空间计算 · Supplemental material for "Auditable full-stack characterization of postselected CHSH correlations on a commercial cloud photonic processor" (Tully, Washburn, Simons, 2026). This package contains the complete archived cl…
• Phase B reproducibility package: Count records, job manifest, and analysis code for the auditable full-stack characterization of postselected CHSH correlations on the Quandela Belenos processor
  2026 · 空间计算 · Supplemental material for "Auditable full-stack characterization of postselected CHSH correlations on a commercial cloud photonic processor" (Tully, Washburn, Simons, 2026). This package contains the complete archived cl…
• Quantifying the Impact of Cathode Composite Mixing Quality on Active Mass Utilization and Reproducibility of Solid‐State Battery Cells
  2025 · 碳中和与 CCUS · Abstract Research into the development and understanding of solid‐state batteries often relies on pelletized press cells due to their comparative ease of use. However, these model cells are prone to comparability and rep…
• Identification of Precise 3D CT Radiomics for Habitat Computation by Machine Learning in Cancer
  2024 · 生物计算 · Purpose To identify precise three-dimensional radiomics features in CT images that enable computation of stable and biologically meaningful habitats with machine learning for cancer heterogeneity assessment. Materials an…
• Using ChatGPT-4 to Create Structured Medical Notes From Audio Recordings of Physician-Patient Encounters: Comparative Study
  2024 · 医疗人工智能 · BACKGROUND: Medical documentation plays a crucial role in clinical practice, facilitating accurate patient management and communication among health care professionals. However, inaccuracies in medical notes can lead to …
• Structured Contextual Distillation v4: Deployment Benchmarks and Artifact-Backed Evidence from 10 Months of AI State Management
  2026 · AI Agent 生态 · This paper upgrades the Structured Contextual Distillation (SCD) v4 deployment report from a narrative field note into an artifact-backed systems paper. The underlying system, MirrorDNA, ran continuously from May 2025 th…
• Structured Contextual Distillation v4: Deployment Benchmarks and Artifact-Backed Evidence from 10 Months of AI State Management
  2026 · AI Agent 生态 · This paper upgrades the Structured Contextual Distillation (SCD) v4 deployment report from a narrative field note into an artifact-backed systems paper. The underlying system, MirrorDNA, ran continuously from May 2025 th…
• Awesome Agentic Use Cases: verified agentic AI use cases with evals, measured cost, and observed failure modes
  2026 · AI Agent 生态 · An open evidence lab for agentic AI: 71 production-shaped use cases across 62 industries, 202 committed model evaluations, 16,278 scenario trials, and 278 observed failure modes. Every lab ships seeded synthetic scenario…
• Awesome Agentic Use Cases: verified agentic AI use cases with evals, measured cost, and observed failure modes
  2026 · AI Agent 生态 · An open evidence lab for agentic AI: 71 production-shaped use cases across 62 industries, 202 committed model evaluations, 16,278 scenario trials, and 278 observed failure modes. Every lab ships seeded synthetic scenario…
• dspy-security-bench: reproducible security, authorization, and mission assurance evidence for tool-using AI agents
  2026 · AI Agent 生态 · A Python harness for measuring how well language-model agents resist indirect prompt injection. It wraps the AgentDojo task environments and adds a frozen, hashed measurement protocol, joint reporting of task utility alo…
• dspy-security-bench: reproducible security, authorization, and mission assurance evidence for tool-using AI agents
  2026 · AI Agent 生态 · A Python harness for measuring how well language-model agents resist indirect prompt injection. It wraps the AgentDojo task environments and adds a frozen, hashed measurement protocol, joint reporting of task utility alo…
• dspy-security-bench: reproducible security, authorization, and mission assurance evidence for tool-using AI agents
  2026 · AI Agent 生态 · A Python harness for measuring how well language-model agents resist indirect prompt injection. It wraps the AgentDojo task environments and adds a frozen, hashed measurement protocol, joint reporting of task utility alo…
• dspy-security-bench: reproducible security, authorization, and mission assurance evidence for tool-using AI agents
  2026 · AI Agent 生态 · A Python harness for measuring how well language-model agents resist indirect prompt injection. It wraps the AgentDojo task environments and adds a frozen, hashed measurement protocol, joint reporting of task utility alo…
• A Verification Protocol for AI-Assisted Independent Research: Failure Modes and Reproducible Controls from a Single-Author Corpus
  2026 · AI Agent 生态 · Large language models (LLMs) allow a single investigator to produce technical manuscripts at a rate and surface polish far exceeding their unaided capacity to verify the content. That polish is the hazard: model output i…
• A Verification Protocol for AI-Assisted Independent Research: Failure Modes and Reproducible Controls from a Single-Author Corpus
  2026 · AI Agent 生态 · Large language models (LLMs) allow a single investigator to produce technical manuscripts at a rate and surface polish far exceeding their unaided capacity to verify the content. That polish is the hazard: model output i…
• Reproducibility Package for: Human-Study Dataset and Reproducibility Package for Staged Multi-Criteria Disclosure in ML Model Selection
  2026 · AI Agent 生态 · This record documents the underlying human-study dataset and reproducibility materials for a staged multi-criteria disclosure study in ML model selection. The archived materials were prepared by Adil Joldić and Nina Bije…
• TerriScan audit bundle — doctrine-governed multi-agent LLM production of urban indicator data (charter, validators, pipeline, incident artefacts, operational logs)
  2026 · AI Agent 生态 · Anonymized audit bundle accompanying the revised manuscript "TerriScan: An Incident-Evaluated, Doctrine-Governed Multi-Agent LLM System for Recalculable Urban Indicator Production in the Global South" (revision R1, Smart…
• TerriScan audit bundle — doctrine-governed multi-agent LLM production of urban indicator data (charter, validators, pipeline, incident artefacts, operational logs)
  2026 · AI Agent 生态 · Anonymized audit bundle accompanying the revised manuscript "TerriScan: An Incident-Evaluated, Doctrine-Governed Multi-Agent LLM System for Recalculable Urban Indicator Production in the Global South" (revision R1, Smart…
• Do AI research agents commit questionable research practices? A pre-registered ablation study of workflow-level safeguards (post-hoc mirror of git-frozen pre-registration)
  2026 · AI 驱动科学发现 · Post-hoc public mirror of the pre-registration for a study evaluating whether a workflow-level methodology library (Science Superpowers) reduces questionable research practices in autonomous AI research agents. The canon…
• jansky-research: A CPU-first, reproducible toolkit for amateur radio-astronomy analyses
  2026 · AI 驱动科学发现 · A tested, CPU-first Python toolkit for amateur, reproducible radio-astronomy analyses, built on the jansky course library, with optional opt-in GPU (ROCm/CUDA-portable, pure-PyTorch) acceleration for its signal-processin…
• jansky-research: A CPU-first, reproducible toolkit for amateur radio-astronomy analyses
  2026 · AI 驱动科学发现 · A tested, CPU-first Python toolkit for amateur, reproducible radio-astronomy analyses, built on the jansky course library, with optional opt-in GPU (ROCm/CUDA-portable, pure-PyTorch) acceleration for its signal-processin…
• From Symptom Snapshots to Symptom Trajectories: Verified Analysis Code and Reproducibility Materials
  2026 · 医疗人工智能 · Verified analysis code and reproducibility materials accompanying the manuscript “From Symptom Snapshots to Symptom Trajectories: Machine Learning Prediction of Near-Term Suicidal Ideation From Intensive Longitudinal Dep…
• From Symptom Snapshots to Symptom Trajectories: Verified Analysis Code and Reproducibility Materials
  2026 · 医疗人工智能 · Verified analysis code and reproducibility materials accompanying the manuscript “From Symptom Snapshots to Symptom Trajectories: Machine Learning Prediction of Near-Term Suicidal Ideation From Intensive Longitudinal Dep…
• From Symptom Snapshots to Symptom Trajectories: Verified Analysis Code and Reproducibility Materials
  2026 · 医疗人工智能 · Verified analysis code and reproducibility materials accompanying the manuscript “From Symptom Snapshots to Symptom Trajectories: Machine Learning Prediction of Near-Term Suicidal Ideation From Intensive Longitudinal Dep…
• Pre-registration: Cue-Interval Leakage and an External-Electrode Confound Control in Inner-Speech EEG Decoding — a Pre-Specified Re-evaluation of OpenNeuro ds003626
  2026 · 仿生智能 · This deposit contains a pre-registration, not results. Two versions are included. Version 1 was written before the dataset's published data descriptor had been read. Version 2 supersedes it and is the analysis plan; both…
• Pre-registration: Cue-Interval Leakage and an External-Electrode Confound Control in Inner-Speech EEG Decoding — a Pre-Specified Re-evaluation of OpenNeuro ds003626
  2026 · 仿生智能 · This deposit contains a pre-registration, not results. Two versions are included. Version 1 was written before the dataset's published data descriptor had been read. Version 2 supersedes it and is the analysis plan; both…
• P3-NEURO: Evidence Gates for Assistive Neurotechnology, Neural Interfaces, Neuroimaging, and Algorithmic Control
  2026 · 仿生智能 · A defensive, non-operational evidence package for assistive neurotechnology. Version 0.2.0 integrates global accessibility, person-relevant outcomes, risk-calibrated brain-data governance, healthcare-service continuity, …
• P3-NEURO: Evidence Gates for Assistive Neurotechnology, Neural Interfaces, Neuroimaging, and Algorithmic Control
  2026 · 仿生智能 · A defensive, non-operational evidence package for assistive neurotechnology. Version 0.2.0 integrates global accessibility, person-relevant outcomes, risk-calibrated brain-data governance, healthcare-service continuity, …
• Pre-registration: A Leakage-Audited Re-evaluation of Inner-Speech Decoding on OpenNeuro ds003626, with an External-Electrode Confound Control
  2026 · 仿生智能 · This is a pre-registration, not a results paper. It fixes in advance every analysis decision for a re-evaluation of inner-speech EEG decoding on the open dataset OpenNeuro ds003626 (Nieto et al., Scientific Data 9:52, 20…
• P3-NEURO: Evidence Gates for Assistive Neurotechnology, Neural Interfaces, Neuroimaging, and Algorithmic Control
  2026 · 仿生智能 · A non-operational evidence package for assistive neurotechnology, neural interfaces, neuroimaging, materials, privacy, and algorithmic control. It separates decoder metrics from functional and population outcomes, preser…
• Diagnosing Motor-Imagery BCI Failure: A Three-Step Diagnostic Framework
  2026 · 仿生智能 · Version 3.1.0. This version adds the four figures. The v3.0.0 PDF carried the captions but not the artwork, because the manuscript is prepared with figures supplied as separate files, which is what the journal requires a…
• Diagnosing Motor-Imagery BCI Failure: A Three-Step Diagnostic Framework
  2026 · 仿生智能 · Version 3.0.0. This version corresponds to the manuscript submitted to the Journal of Neuroscience Methods on 2 August 2026. It supersedes v2.0.0, which described a two-step framework evaluated on a single cohort. The fr…
• Musical Intelligence Reproduction Archive — Results Layer (1,097 verdicts, engine-free)
  2026 · 脑科学 · This release supersedes the prior narrow Cycle 17 ds003720 artifact (v1.0.0)with the comprehensive Musical Intelligence (MI) Reproduction Archive. The archive reproduces 1,097 pass/fail verdicts (180 claim-style CSV reco…
• Survey of Published Eddy Current experimentation for Applicability to Hybrid Digital Twins
  2026 · 数字孪生 · A survey of published eddy current experimentation was conducted to assess for applicability to hybrid digital twins that use neural network–based system transfer functions. More than 37 experiments in 33 publications we…
• Vulnerabilidad de Empleos a la Inteligencia Artificial en España: Dataset, Metodología y Dashboard Interactivo (v31 / v15 + Funcas Cross-Validation Addendum)
  2026 · 具身智能 · Vulnerabilidad de Empleos a la Inteligencia Artificial en España: Dataset, Metodología y Dashboard Interactivo (v31 / v15 + Funcas Cross-Validation Addendum) AI Vulnerability of Jobs in Spain — Complete Dataset, Methodol…
• Vulnerabilidad de Empleos a la Inteligencia Artificial en España: Dataset, Metodología y Dashboard Interactivo (v31 / v15 + Funcas Cross-Validation Addendum)
  2026 · 具身智能 · Vulnerabilidad de Empleos a la Inteligencia Artificial en España: Dataset, Metodología y Dashboard Interactivo (v31 / v15 + Funcas Cross-Validation Addendum) AI Vulnerability of Jobs in Spain — Complete Dataset, Methodol…
• P1-COSMO: Evidence-Gated Methods for Cosmology, Astrobiology, and Atomic-Molecular Spectral Inference
  2026 · 地外科学 · A methodological research package for evidence-gated comparison in cosmology, astrobiology, atomic and molecular spectroscopy. It includes provenance matrices, negative controls, explicit uncertainty and transfer gates, …
• P1-COSMO: Evidence-Gated Methods for Cosmology, Astrobiology, and Atomic-Molecular Spectral Inference
  2026 · 地外科学 · A methodological research package for evidence-gated comparison in cosmology, astrobiology, atomic and molecular spectroscopy. It includes provenance matrices, negative controls, explicit uncertainty and transfer gates, …
• jansky-research: A CPU-first, reproducible toolkit for amateur radio-astronomy analyses
  2026 · 地外科学 · A tested, CPU-first Python toolkit for amateur, reproducible radio-astronomy analyses, built on the jansky course library, with optional opt-in GPU (ROCm/CUDA-portable, pure-PyTorch) acceleration for its signal-processin…
• jansky-research: A CPU-first, reproducible toolkit for amateur radio-astronomy analyses
  2026 · 地外科学 · A tested, CPU-first Python toolkit for amateur, reproducible radio-astronomy analyses, built on the jansky course library, with optional opt-in GPU (ROCm/CUDA-portable, pure-PyTorch) acceleration for its signal-processin…
• GraphMana: graph-native data management for population genomics — benchmark data and pre-built database
  2026 · 基因技术工具 · Supporting data for the GraphMana manuscript (Mao, 2026). GraphMana is a graph-native data management platform for population genomics that stores variant data as packed genotype arrays in a graph database, enabling incr…
• GraphMana: graph-native data management for population genomics — benchmark data and pre-built database
  2026 · 基因技术工具 · Supporting data for the GraphMana manuscript (Mao, 2026). GraphMana is a graph-native data management platform for population genomics that stores variant data as packed genotype arrays in a graph database, enabling incr…
• Reproducibility package: Perbandingan Komprehensif Model Kecerdasan Buatan untuk Klasifikasi Kode HS: Sebuah Tinjauan Sistematis tentang Kinerja, Tantangan, dan Penerapan
  2026 · 隐私计算与数据要素 · The user wants me to clean a LaTeX text by removing all AI writing characteristics. Let me analyze the text carefully and apply the checklist: 1. **Remove all em-dash (---) and en-dash (--)**: Replace with commas, colons…
• Reproducibility package: Perbandingan Komprehensif Model Kecerdasan Buatan untuk Klasifikasi Kode HS: Sebuah Tinjauan Sistematis tentang Kinerja, Tantangan, dan Penerapan
  2026 · 隐私计算与数据要素 · The user wants me to clean a LaTeX text by removing all AI writing characteristics. Let me analyze the text carefully and apply the checklist: 1. **Remove all em-dash (---) and en-dash (--)**: Replace with commas, colons…

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