Synthetic Data

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28 papers in the last 28 days · 0.7% of indexed attention

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Period ending 2026-09-14

10 new papers

A weekly snapshot of new work published in Synthetic Data.

Period ending 2026-09-07

9 new papers

A weekly snapshot of new work published in Synthetic Data.

329 papers

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

    Jun 21, 2026Zechu Li, Yufeng Jin, Puze Liu +2Robotic Manipulation PoliciesDexterous Manipulation

  2. BAC-JEPA: Label-Efficient Breast Arterial Calcification Segmentation via Synthetic Mammography-Guided Supervision

    Jun 20, 2026Scott Chase Waggener, Lakshman TamilMammographyDigital Subtraction Angiography

  3. VT-DUDA: Visual Token Conditioning for Diffusion-guided Unsupervised Domain Adaptation

    Jun 19, 2026Xuan Qi, Daniele Berardini, Dario Serez +2Unsupervised Domain AdaptationPocket-Conditioned Diffusion

  4. 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

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

    Jun 19, 2026Caio SilvaOpticalSynthetic-To-Real Domain Gap

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

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

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

    Jun 19, 2026Ali SaeidanLeaf Disease ClassificationHyperspectral Image Classification

  8. Synthetic Network Packet Generation through Statistical Learning and Genetic Algorithms

    Jun 18, 2026Mayank Raj, Nathaniel D. Bastian, Lance Fiondella +1Intrusion DetectionSynthetic Data

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

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

  10. Critical Percolation as a Synthetic Data Model for Interpretability

    Jun 18, 2026Aryeh Brill, Tom Ingebretsen CarlsonSynthetic DataModel Interpretability Methods

  11. 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

  12. Towards Engineering Scaling Laws with Pretraining Data Composition

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

  13. Efficient Financial Language Understanding via Distillation with Synthetic Data

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

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

    Jun 16, 2026Jan Cegin, Daniil Gurgurov, Yusser Al Ghussin +1Large Language Model GenerationSynthetic Data

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

    Jun 16, 2026Andrea Santomauro, Luigi Portinale, Giorgio LeonardiPositional EncodingRotation

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

    Jun 15, 2026Kareem Amin, Rudrajit Das, Alessandro Epasto +4Heuristic Privacy MetricsSynthetic Data

  17. 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

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

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

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

    Jun 15, 2026Wenjie Wang, Yue Huang, Zhengqing Yuan +6Large Language Model AlignmentSynthetic Data

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

    Jun 14, 2026Hadi Bakhshan, Sima Farshbaf, Fernando Rastellini +1Generative Inverse DesignLaser Welding

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

    Jun 14, 2026Jaganadh GopinadhanVision DatasetsAnnotation Guidelines

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

    Jun 12, 2026Francesco Cazzaro, Jessica Lennon, Ariadna QuattoniSynthetic DataText2Cypher

  23. Valid Inference with Synthetic Data via Task Exchangeability

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

  24. When Sample Selection Bias Precipitates Model Collapse

    Jun 11, 2026Xinbao Qiao, Xianglong Du, Wei Liu +4Selection BiasData Scarcity

  25. Disparate Impact in Synthetic Data Generation

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

  26. Fixed-Parameter Tractability of Private Synthetic Data Generation

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

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

    Jun 9, 2026Naoki Nonaka, Jun SeitaElectrocardiogram Image ClassificationElectrocardiogram

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

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

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

    Jun 9, 2026David P. HofmeyrClusteringSynthetic Data

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

    Jun 9, 2026Nicole Mitchell, Galen Andrew, Arun Ganesh +2Heuristic Privacy MetricsAlgorithm Auditing

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

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

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

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

  33. CodeAlchemy: Synthetic Code Rewriting at Scale

    Jun 8, 2026Ankit Gupta, Aditya Prasad, Rameswar PandaLlm-Driven Code SynthesisSynthetic Data

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

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

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

    Jun 8, 2026Jiří Mayer, Martina Dvořáková, Vojtěch Dvořák +6Synthetic-To-Real Domain GapRecognition

  36. 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

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

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

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

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

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

    Jun 6, 2026Mattia Forlesi, Alfonso Esposito, Ivan Zyrianoff +2CrackSynthetic Data

  40. The CIFAR Synthetic Evidence Corpus for Detecting AI-Generated Evidence

    Jun 6, 2026Kelly McConvey, Jalehsadat Mahdavimoghaddam, Nima Jamali +8Synthetic DataCorpus

  41. Beyond Individual Personas: Aligning Synthetic Dialogue to Population-Level Behavior Distributions

    Jun 5, 2026Xinyi Liu, Rinat Khaziev, Hooshang Nayyeri +3PersonasSynthetic Data

  42. Instrumented data for causal scientific machine learning

    Jun 5, 2026Daniel N. WilkeStructural Causal ModelSynthetic Data

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

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

  44. Implicit Data Synthesis for Contrastive Unsupervised Data Augmentation

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

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

    Jun 4, 2026Jari VepsäläinenSynthetic DataFeynman Physics Benchmarks

  46. Re-Centering Humans in LLM Personalization

    Jun 4, 2026Lechen Zhang, Jiarui Liu, Tal AugustLarge Language Model PersonalizationPersonalization

  47. In-Context Multiple Instance Learning

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

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

    Jun 4, 2026Maryam Babaei, Yingke Wang, Hadrien Lautraite +3Membership Inference AttacksSynthetic Data

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

    Jun 4, 2026Ariel Herrera, Xueyang Kang, Atal Anil KumarSewingDeformable Objects

  50. Diffusion Models for Adaptive Sequential Data Generation

    Jun 4, 2026Haoyang Cao, Minshuo Chen, Yinbin Han +1Synthetic Time SeriesDiffusion Models

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

    Jun 4, 2026Hongye Xu, Bartosz KrawczykClip-Based Class-Incremental LearningLearnable Prototypes

  52. REGEN: Reference-Guided Synthetic Multivariate Time Series Generation for Forecasting

    Jun 3, 2026Moulik Gupta, Dhruv Kumar, Murari Mandal +1Synthetic Time SeriesTime Series Forecasting

  53. Reconstructing Unobservable Temperature Fields via Simulation-Aided Intelligent Sensing

    Jun 3, 2026Monika Stipsitz, Hèlios Sanchis-Alepuz, Jacob Reynvaan +1Temperature SensorsSparse Observations

  54. Scaling Datasets for Multi-Sensor, Multi-Agent, and Multi-Domain Learning in Autonomous Systems

    Jun 3, 2026R. Spencer Hallyburton, David Hunt, Miroslav PajicRobotic DatasetsMultimodal Dataset

  55. Recover-LoRA for Aggressive Quantization: Reclaiming Accuracy in 2-Bit Language Models via Low-Rank Adaptation with Knowledge Distillation on Synthetic Data

    Jun 2, 2026Devleena Das, Rajeev Patwari, Elliott Delaye +1Large Language Model QuantizationSynthetic Data

  56. Speedrunning Tabular Foundation Model Pretraining

    Jun 2, 2026Salih Bora Ozturk, Alexander Pfefferle, Frank HutterTabular Foundation ModelsModel Pretraining

  57. Detecting and Mitigating Bias by Treating Fairness as a Symmetry Operation

    Jun 2, 2026Nishit SinghFairness-Aware LearningFairness

  58. SynCred-Bench: Benchmarking Synthetic Credibility in AI-Generated Visual Misinformation

    Jun 2, 2026Junxiao Yang, Minghao Zhang, Xiaoce Wang +4AuthenticitySynthetic Data

  59. No Free Lunch for Synthetic Images under Data Scarcity Conditions

    Jun 1, 2026Borja Arroyo Galende, Alejandro Almodóvar, Patricia A. Apellániz +3Synthetic DataGenerative Models

  60. Order within Chaos: Capturing Intrinsic Energy Anomalies for AI-Manipulated Image Forgery Localization

    Jun 1, 2026Yiming Wang, Baiqi Wu, Qingming Li +3Face Forgery DetectionBlack-Box Adversarial Attacks