synthetic-data

Documents about synthetic-data

• Behemoth: Benchmarking unlearning in LLMs using fully synthetic data#208831ISTA Publications
• Minimal Data, Maximal Insight (MDMI): A Structure-guided Pipeline for Discovering Functional Alternatives in Peptide-Protein Interfaces#448059bioRxiv / medRxiv
• Can synthetic data reproduce real-world findings in epidemiology? A replication study using adversarial random forests.#615914NCBI PubMed Central
• Towards Efficient and Scalable Robot Learning: Trajectory Pre-training, Synthetic Data, and Coding Agents#642216eScholarship
• T-SMmOTE: tweaked synthetic majority minority oversampling technique for data scarcity issue in multi omics studies.#678349NCBI PubMed Central
• POCI-Diff: 3D-Layout Guided Diffusion for Controllable Synthetic Surveillance Data Generation#789548arXiv (OAI Expanded)
• POCI-Diff: 3D-Layout Guided Diffusion for Controllable Synthetic Surveillance Data Generation#793552arXiv (All)
• A Real-Calibrated Synthetic-First Data Engine#926032arXiv (All)
• DroneGround: Open-Vocabulary Drone Payload Characterization Using Synthetic Data and Grounded Vision-Language Models#984676arXiv (All)
• MedDeID enables locally governed clinical-text de-identification from real or synthetic training data#996967arXiv (All)
• A Factorial Study of Synthetic Data Generation for Low-Resource Machine Translation using Grammar Books#998309arXiv (All)
• Optimal Post-processing of Synthetic Data for Pearson Correlation Matching#1012062arXiv (All)
• Synthetic Human Mobility Data Generation: A Structured Review of Representations, Methods, and Practical Capabilities#1035817arXiv (All)
• Methods for Generating and Evaluating Synthetic Longitudinal Patient Data: A Systematic Review.#1052977Europe PMC
• Synthetic data generation: a privacy-preserving approach to accelerate rare disease research#678994OpenAlex
• PSGRN: Gene regulatory network inference from single-cell perturbational data through self-training with synthetic gold standards.#145832NCBI PubMed Central
• PuckTrick: A Library for Making Synthetic Data More Realistic#179186arXiv (OAI)
• Synthetic data in healthcare: Benefits and opportunities; technological, clinical regulatory gaps & challenges; ways ahead for impact maximisation#188982Zenodo (CERN)
• Can small language models handle context-summarized multi-turn customer-service QA? A synthetic data-driven comparative evaluation.#285065NCBI PubMed Central
• Psychometric Comparability of LLM–Based Digital Twins#316577OSF
• From Documents to Reasoning: A Validated Synthetic Data Pipeline and Semantic-Aware Fine-Tuning for Financial Numerical Reasoning#779822arXiv (OAI Expanded)
• From Documents to Reasoning: A Validated Synthetic Data Pipeline and Semantic-Aware Fine-Tuning for Financial Numerical Reasoning#781197arXiv (All)
• Can synthetic data reproduce real-world findings in epidemiology? : : a replication study using adversarial random forests#784047Deutsche Nationalbibliothek
• The 2024 MRSI Data Processing and Quantification Challenge Synthetic Dataset#920551arXiv (OAI Expanded)
• The 2024 MRSI Data Processing and Quantification Challenge Synthetic Dataset#924785arXiv (All)
• Discriminative Span as a Predictor of Synthetic Data Utility via Classifier Reconstruction#998225arXiv (All)
• Preventing Model Collapse: A Fisher-Rao Perspective on the Dynamics of Training with Synthetic Data#1013035arXiv (All)
• DataCanvas-EDU: An Agentic Framework for Instructor-Guided Synthetic Data Generation in Business Analytics Education#1014207arXiv (All)
• Beyond the Stitching Assumption: A Unified Framework for Multimodal Synthetic Data Evaluation via Semantic Quantization#1036832arXiv (All)
• Mitigating Domain Shift in Conditioned Floor Plan Generation: Synthetic Pre-training for Data-Efficient Adaptation#1049910arXiv (All)
• Fine-Tuning a Cancer Hallmarks Classification Model Using Large Language Model-Synthesized Resources#256627İzmir Yüksek Teknoloji Enstitüsü
• Evaluating the quality of tabular synthetic data in health care#348425PLOS
• Data for "In situ readout of DNA barcodes and single base edits facilitated by in vitro transcription "#467478CaltechDATA
• Synthetic Data Augmentation for Satellite-Based Analysis of Battle-Damaged Agricultural Fields in Ukraine#619099arXiv (OAI Expanded)
• Synthetic Data Augmentation for Satellite-Based Analysis of Battle-Damaged Agricultural Fields in Ukraine#620778arXiv (All)
• Reference-Distribution Dependence in LLM-Based Synthetic Persona Data: Diagnosis and Post Hoc Adjustment of Demographic Distributions#788913arXiv (OAI Expanded)
• Reference-Distribution Dependence in LLM-Based Synthetic Persona Data: Diagnosis and Post Hoc Adjustment of Demographic Distributions#792917arXiv (All)
• Pedagogical Efficacy of LLM-Generated Synthetic Data Versus Real-World Clinical Records: A Randomized Controlled Non-Inferiority Trial.#796620NCBI PubMed Central
• CompanionSim: Synthetic Data for Evaluating Anthropomorphism in Human-AI Relationships#809712arXiv (OAI Expanded)
• CompanionSim: Synthetic Data for Evaluating Anthropomorphism in Human-AI Relationships#819708arXiv (All)
• Should I Use This Synthetic Dataset for Training? How to Test with Minimal Real Data#919907arXiv (OAI Expanded)
• Should I Use This Synthetic Dataset for Training? How to Test with Minimal Real Data#924138arXiv (All)
• ScoreMix: Synthetic Data Generation by Score Composition in Diffusion Models Improves Recognition#925789arXiv (All)
• Null Controls for the Matthew Effect Index: A Primer#221970OSF
• Synthetic data augmentation for improving performance in deep learning models for anatomical landmark localization on the distal upper limb.#330857NCBI PubMed Central
• An evidence informed framework for artificial intelligence in rare breast cancers using small cohort validation synthetic data practices and clinical governance.#404382NCBI PubMed Central
• Adversarially Robust Hardware Trojan Detection with Synthetic Data Augmentation#431832Springer Nature OA
• GalSyn I: A Forward-Modeling Code for Synthetic Galaxy Observations from Hydrodynamical Simulations and First Data Release from IllustrisTNG#609890arXiv (All)
• An integrated evaluation framework for synthetic clinical data in severely imbalanced settings: fidelity, privacy-risk profiling, and diagnostic utility.#685868NCBI PubMed Central
• Artificial Intelligence-Generated Synthetic Data in Healthcare: A False Promise for Underserved Populations?#823899PubMed