Synthetic Data

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Period ending 2026-09-21

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  1. Cross-View Variance Correlation in Path-Traced Stereo:A Hidden Shortcut in Synthetic Training Data

    Jun 24, 2026Po-Ting LinStereo VisionCross-View

  2. ERP Data Provisioning Financial Control Testing

    Jun 23, 2026Anitha SamudralaEnterprise SystemsSynthetic Dataset

  3. Benchmarking the Alignment of Data-Quality Metrics, Human Judgment and Land-Cover Segmentation Performance for Earth Observation

    Jun 23, 2026Ümit Mert Çağlar, Alptekin TemizelSynthetic DatasetData Quality

  4. Advancing WordArt-Oriented Scene Text Recognition: Datasets and Methods

    Jun 23, 2026Xingsong Ye, Yongkun Du, Jiaxin Zhang +5Scene Text RecognitionLarge Image Datasets

  5. Scaling LLM Knowledge Boundaries via Distribution-Optimized Synthesis

    Jun 22, 2026Songze Li, Yarong Lan, Zhongpu Bo +16Synthetic DataConstraint-Aware Synthesis

  6. Policy-as-Data: Learning Generalizable HOI Diffusion Models from Simulated Physics

    Jun 22, 2026Shujia Li, Jianshu Hu, Haiyu Zhang +5Articulated ObjectsPhysics Simulation

  7. The Power of Light: Improving Synthetic-to-Real Domain Adaptation through Physically-Based Indirect Illumination

    Jun 21, 2026Hooman Tavakoli Ghinani, Tatjana Legler, Martin RuskowskiSynthetic-To-Real Domain GapObject Detection

  8. Scalable Multi-Task Data Generation via Reinforcement Learning for Language-Conditioned Bimanual Dexterous Manipulation

    Jun 21, 2026Zechu Li, Yufeng Jin, Puze Liu +2Bimanual ManipulationDexterous Manipulation

  9. CuratorKIT : Data Curation and Synthetic Data Generation for LLM Post-Training

    Jun 19, 2026Soham Bhattacharjee, Karun Sharma, Vinay Kumar Sankarapu +1Data-CurationLarge Language Model Pipelines

  10. OSOG: A Differentiable, Physics-Informed Synthetic Data Engine for Micro-Optical Environments

    Jun 19, 2026Caio SilvaSynthetic-To-Real Domain GapMicroscopy

  11. Synthetic Audio Generation Framework for Air Traffic Control Speech Recognition

    Jun 19, 2026Raphaël Bagat, Zhe Zhang, Junichi Yamagishi +2Accented SpeechSynthetic Training Data

  12. Few-Shot Hyperspectral Aphid Detection via FastGAN Synthetic Data Generation, Transformer-Based Classification and Explainable AI

    Jun 19, 2026Ali SaeidanHyperspectral Image ClassificationTomato Diseases

  13. Understanding Latent Flow Models for Tabular Data Synthesis: Targets, Paths, and Sampling

    Jun 18, 2026Bahrul Ilmi NasutionSynthetic Tabular DataGenerative Flow Networks

  14. The Significance of Style Diversity in Annotation-Free Synthetic Data Generation

    Jun 18, 2026Zahra Abbasiantaeb, Zeno Belligoli, Omar Essam +1Synthetic DataConversational Datasets

  15. Critical Percolation as a Synthetic Data Model for Interpretability

    Jun 18, 2026Aryeh Brill, Tom Ingebretsen CarlsonSynthetic DatasetSynthetic Data

  16. Efficiently Linking Real Scenes with Synthetic Data Generation for AI-based Cognitive Robotics and Computer Vision Applications

    Jun 18, 2026Paul Koch, Vivek Chavan, André Sers +4Synthetic-To-Real Domain GapIndoor Scene Generation

  17. Training-Free Metrics for Synthetic Object Detection Data: A Proxy for Detector Performance

    Jun 18, 2026Myeongseok Nam, Donghun Yeo, Seungwook KimSynthetic Image DetectionSynthetic Training Data

  18. Towards Engineering Scaling Laws with Pretraining Data Composition

    Jun 18, 2026Jan-Lucas Uslu, Kevin Greif, Daniel Whiteson +1Scaling LawsModel Pretraining

  19. Efficient Financial Language Understanding via Distillation with Synthetic Data

    Jun 17, 2026Wen-Fong, Huang, Edwin SimpsonFinancial Sentiment AnalysisSynthetic Data

  20. PSyGenTAB: A Privacy-Preserving Framework for Synthetic Clinical Tabular Data Generation via Constrained Optimization

    Jun 16, 2026Arshia Ilaty, Hossein Shirazi, Manasi Chitale +5Synthetic Tabular DataPrivacy-Preserving Framework

  21. Want Better Synthetic Data? Steer It: Activation Steering for Low-Resource Language Generation

    Jun 16, 2026Jan Cegin, Daniil Gurgurov, Yusser Al Ghussin +1Synthetic DataLarge Language Model Generation

  22. Robustness of Similarity-based Positional Encoding Under Rotations: Theoretical Analysis and Experimental Validation

    Jun 16, 2026Andrea Santomauro, Luigi Portinale, Giorgio LeonardiPositional EncodingRotation-Invariant Descriptors

  23. FllumaOne: A Code-Native Multimodal CAD Dataset with Executable Programs and Kernel-Validated Feature Histories

    Jun 16, 2026Jizong ZhanComputer-Aided DesignReal3D-Ad Datasets

  24. Phantoms and Disclosures: a Causal Framework for Auditing Synthetic Data

    Jun 15, 2026Kareem Amin, Rudrajit Das, Alessandro Epasto +4Synthetic DataMembership Inference Attacks

  25. Semantic Flip: Synthetic OOD Generation for Robust Refusal in Embodied Question Answering and Spatial Localization

    Jun 15, 2026Dongbin Na, Chanwoo Kim, Giyun Choi +1RefusalsFlips

  26. Regularized Machine Learning for System Identification of Ship Free-Running Manoeuvres from CFD-Based Synthetic Data: A Comparative Study

    Jun 15, 2026R. F. Suárez, J. C. Berndt, M. Abdel-MaksoudSystem IdentificationFluid Dynamics

  27. State-Grounded Multi-Agent Synthetic Data Generation for Tool-Augmented LLMs

    Jun 15, 2026Rahul Khedar, Eshita, Sneha Teja Sree Reddy Thondapu +10Synthetic Data

  28. SpecAlign: Efficient Specification-Grounded Alignment of Large Language Models via Synthetic Data

    Jun 15, 2026Wenjie Wang, Yue Huang, Zhengqing Yuan +6Large Language Model AlignmentLarge Language Model Adaptation

  29. Machine learning enables roughness-driven inverse design of milling processes

    Jun 14, 2026Hadi Bakhshan, Sima Farshbaf, Fernando Rastellini +1Generative Inverse DesignMachine Learning

  30. Open Annotations and Synthetic Data for Field Localisation in Indian Bank Cheques

    Jun 14, 2026Jaganadh GopinadhanPixel-Level AnnotationAnnotations

  31. Texture-Shape Bias Balancing for Robust Synthetic-to-Real Semantic Segmentation in Automotive NIR Imagery

    Jun 13, 2026Felix Stillger, Ben Hamscher, Lukas Hahn +3Synthetic-To-Real Domain GapDense Semantic Segmentation

  32. Achieving Precise Text-To-Cypher Via Grounded Knowledge Graph Data Generation

    Jun 12, 2026Francesco Cazzaro, Jessica Lennon, Ariadna QuattoniText GenerationSynthetic Data

  33. Valid Inference with Synthetic Data via Task Exchangeability

    Jun 11, 2026Lezhi Tan, Tijana ZrnicSynthetic DataComputational Social Science

  34. Disparate Impact in Synthetic Data Generation

    Jun 11, 2026Paul Andrey, Michaël Perrot, Batiste Le Bars +1Synthetic DataDifferential Privacy

  35. Fixed-Parameter Tractability of Private Synthetic Data Generation

    Jun 9, 2026Badih Ghazi, Cristóbal Guzmán, Pritish Kamath +3Differential PrivacySynthetic Data

  36. Boosting ECG Classification Performance by Pre-training with Synthesized Data

    Jun 9, 2026Naoki Nonaka, Jun SeitaElectrocardiogram ClassificationPediatric-Adult Electrocardiogram Alignment

  37. Self-Supervised Relevance Modelling in Autonomous Driving via Counterfactual Analysis

    Jun 9, 2026Luca Lusvarghi, Javier Gozalvez, Pablo Urbano HidalgoAutonomous DrivingRelevance

  38. ClusBench: The Clustering Benchmark Data Resource You've All Been Waiting For (?)

    Jun 9, 2026David P. HofmeyrImage ClusteringSynthetic Data

  39. Advancing the State-of-the-Art in Empirical Privacy Auditing

    Jun 9, 2026Nicole Mitchell, Galen Andrew, Arun Ganesh +2Efficient Privacy LossAlgorithm Auditing

  40. Synthetic-to-Real Pipeline for Safe Landing Zone Detection

    Jun 9, 2026Shrikant Banerjee, Reza FaieghiAerial DatasetSynthetic-To-Real Domain Gap

  41. Supervised Fine-tuning with Synthetic Rationale Data Hurts Real-World Disease Prediction

    Jun 9, 2026Buxin Su, Bingxuan Li, Cheng Qian +3Clinical PredictionSupervised Fine-Tuning

  42. CodeAlchemy: Synthetic Code Rewriting at Scale

    Jun 8, 2026Ankit Gupta, Aditya Prasad, Rameswar PandaSynthetic DataRewrite

  43. GenEyePose: Patient-Free, Knowledge-Based Saccadic Eye Movement Modeling for Digital Neurophysiologic Biomarker Development

    Jun 8, 2026Tianyu Lin, Jooyoung Ryu, Puvada Sreevarsha +12Eye TrackingBiomarker

  44. Optical Music Recognition for Real-World Manuscripts with Synthetic Data

    Jun 8, 2026Jiří Mayer, Martina Dvořáková, Vojtěch Dvořák +6Sheet MusicPiano

  45. BSTabDiff: Block-Subunit Diffusion Priors for High-Dimensional Tabular Data Generation

    Jun 8, 2026Al Zadid Sultan Bin Habib, Md Younus Ahamed, Prashnna Gyawali +2Synthetic Tabular DataDiffusion Priors

  46. Declarative Outcome-Conformant Synthesis: Exact, Closed-Form Specification Satisfaction and a Conformance Benchmark

    Jun 7, 2026Muhammed RasinSynthetic Tabular DataAutomated Synthesis Techniques

  47. SoK: Reconstruction Attacks on Synthetic Tabular Data (Insights from Winning the NIST CRC)

    Jun 6, 2026Steven Golob, Sikha Pentyala, Martine De CockSynthetic Tabular DataPrivacy-Preserving Framework

  48. Differentially Private Synthetic Data via APIs 4: Tabular Data

    Jun 6, 2026Toan Tran, Arturs Backurs, Zinan Lin +3Synthetic Tabular DataDifferential Privacy

  49. SynthICL: Scalable In-context Imitation Learning with Synthetic Data

    Jun 6, 2026Cheng Qian, Ruomeng Fan, Yifei Ren +2Imitation LearningSynthetic Data

  50. Balancing Real and Synthetic Data for CNN-based Masonry Crack Detection

    Jun 6, 2026Mattia Forlesi, Alfonso Esposito, Ivan Zyrianoff +2Synthetic DataConvolutional Neural Networks

  51. Instrumented data for causal scientific machine learning

    Jun 5, 2026Daniel N. WilkeSynthetic DataScientific Discovery

  52. A Framework for Evaluating and Benchmarking Concept Drift Detection Methods

    Jun 5, 2026Vitor Cerqueira, Heitor Murilo Gomes, Marco Heyden +2Synthetic DataHyperparameter Optimization

  53. Implicit Data Synthesis for Contrastive Unsupervised Data Augmentation

    Jun 5, 2026Patrick Kage, Trevor Hedges, N. Siddharth +1Synthetic Data AugmentationSynthetic Samples

  54. Synthics: Synthetic Physics-like Datasets for Machine Learning

    Jun 4, 2026Jari VepsäläinenSynthetic DataSymbolic Regression

  55. Re-Centering Humans in LLM Personalization

    Jun 4, 2026Lechen Zhang, Jiarui Liu, Tal AugustPersonalizationHuman Oversight

  56. In-Context Multiple Instance Learning

    Jun 4, 2026Alexander Möllers, Marvin Sextro, Julius Hense +2Multiple Instance LearningIn-Context Learning

  57. Quantifying the Privacy of Counterfactuals by Leveraging Membership Inference Attacks Against Synthetic Data

    Jun 4, 2026Maryam Babaei, Yingke Wang, Hadrien Lautraite +3Membership Inference AttacksCounterfactual Reasoning

  58. Synthetic Data Generation and Vision-based Wrinkle and Keypoint Detection for Bimanual Cloth Manipulation

    Jun 4, 2026Ariel Herrera, Xueyang Kang, Atal Anil KumarFabricBimanual Manipulation

  59. Diffusion Models for Adaptive Sequential Data Generation

    Jun 4, 2026Haoyang Cao, Minshuo Chen, Yinbin Han +1Synthetic Time SeriesDiscrete Diffusion Model

  60. Revisiting Prototype Rehearsal for Exemplar-Free Continual Learning: Manifold-Aware Boundary Sampling with Adaptive Class-Balanced Loss

    Jun 4, 2026Hongye Xu, Bartosz KrawczykDomain Incremental LearningEfficient Continual Learning