Machine Learning for Synthetic Data Generation: A Review

8 February 2023

Papers citing "Machine Learning for Synthetic Data Generation: A Review"

50 / 76 papers shown

Title
MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning Ke Wang Junting Pan Linda Wei Aojun Zhou Weikang Shi ... Han Xiao Yiran Yang Houxing Ren Mingjie Zhan Hongsheng Li 29 0 0 15 May 2025
Quantitative Auditing of AI Fairness with Differentially Private Synthetic Data Chih-Cheng Rex Yuan Bow-Yaw Wang 52 0 0 30 Apr 2025
Securing the Skies: A Comprehensive Survey on Anti-UAV Methods, Benchmarking, and Future Directions Yifei Dong Fengyi Wu Sanjian Zhang Guangyu Chen Yuzhi Hu ... Jingdong Sun Siyu Huang Feng Liu Qi Dai Zhi-Qi Cheng 44 0 0 16 Apr 2025
Data Augmentation Through Random Style Replacement Qikai Yang Cheng Ji Huaiying Luo Panfeng Li Zhicheng Ding 36 1 0 14 Apr 2025
ML For Hardware Design Interpretability: Challenges and Opportunities Raymond Baartmans Andrew Ensinger Victor Agostinelli Lizhong Chen 29 0 0 11 Apr 2025
Explainable AI for building energy retrofitting under data scarcity Panagiota Rempi Sotiris Pelekis Alexandros-Menelaos Tzortzis Evangelos Karakolis Christos Ntanos D. Askounis 33 1 0 08 Apr 2025
Engineering Artificial Intelligence: Framework, Challenges, and Future Direction Jay Lee Hanqi Su Dai-Yan Ji Takanobu Minami AI4CE 48 0 0 03 Apr 2025
Artificial Conversations, Real Results: Fostering Language Detection with Synthetic Data Fatemeh Mohammadi Tommaso Romano S. Maghool Paolo Ceravolo SyDa 58 0 0 31 Mar 2025
Comparing Methods for Bias Mitigation in Graph Neural Networks Barbara Hoffmann R. Mayer 35 0 0 28 Mar 2025
Scale Efficient Training for Large Datasets Qing Zhou Junyu Gao Qi Wang DD 78 0 0 17 Mar 2025
Synthetic Data Generation of Body Motion Data by Neural Gas Network for Emotion Recognition Seyed Muhammad Hossein Mousavi 47 0 0 11 Mar 2025
Steered Generation via Gradient Descent on Sparse Features Sumanta Bhattacharyya Pedram Rooshenas LLMSV 43 0 0 25 Feb 2025
Synthetic Data Generation by Supervised Neural Gas Network for Physiological Emotion Recognition Data S. Muhammad Hossein Mousavi 33 1 0 19 Jan 2025
URSA: Understanding and Verifying Chain-of-thought Reasoning in Multimodal Mathematics Ruilin Luo Zhuofan Zheng Yifan Wang Yiyao Yu Xinzhe Ni Zicheng Lin Jin Zeng Yujiu Yang LRM 70 13 0 08 Jan 2025
Can Synthetic Data be Fair and Private? A Comparative Study of Synthetic Data Generation and Fairness Algorithms Qinyi Liu Oscar Blessed Deho Farhad Vadiee Mohammad Khalil Srecko Joksimovic George Siemens SyDa 43 6 0 03 Jan 2025
Unleashing the Power of Data Tsunami: A Comprehensive Survey on Data Assessment and Selection for Instruction Tuning of Language Models Yulei Qin Yuncheng Yang Pengcheng Guo Gang Li Hang Shao Yuchen Shi Zihan Xu Yun Gu Ke Li Xing Sun ALM 93 12 0 31 Dec 2024
Autonomous Crack Detection using Deep Learning on Synthetic Thermogram Datasets Chinmay Makarand Pimpalkhare D. N. Pawaskar 86 0 0 21 Dec 2024
Simulating Tabular Datasets through LLMs to Rapidly Explore Hypotheses about Real-World Entities Miguel Zabaleta Joel Lehman 72 0 0 27 Nov 2024
High-precision medical speech recognition through synthetic data and semantic correction: UNITED-MEDASR Sourav Banerjee Ayushi Agarwal Promila Ghosh 81 3 0 24 Nov 2024
Time-Causal VAE: Robust Financial Time Series Generator Beatrice Acciaio Stephan Eckstein Songyan Hou AI4TS 30 2 0 05 Nov 2024
Exploring the Landscape for Generative Sequence Models for Specialized Data Synthesis Mohammad Zbeeb Mohammad Ghorayeb Mariam Salman 37 0 0 04 Nov 2024
Medical Imaging Complexity and its Effects on GAN Performance William Cagas Chan Ko Blake Hsiao Shryuk Grandhi Rishi Bhattacharya Kevin Zhu Michael Lam MedIm 31 1 0 23 Oct 2024
Montessori-Instruct: Generate Influential Training Data Tailored for Student Learning Xiaochuan Li Zichun Yu Chenyan Xiong SyDa 33 1 0 18 Oct 2024
Extracting and Transferring Abilities For Building Multi-lingual Ability-enhanced Large Language Models Zhipeng Chen Liang Song K. Zhou Wayne Xin Zhao Binghui Wang Weipeng Chen Ji-Rong Wen 65 0 0 10 Oct 2024
Targeted synthetic data generation for tabular data via hardness characterization Tommaso Ferracci Leonie Goldmann Anton Hinel Francesco Sanna Passino 135 0 0 01 Oct 2024
1 Trillion Token (1TT) Platform: A Novel Framework for Efficient Data Sharing and Compensation in Large Language Models Chanjun Park Hyunsoo Ha Jihoo Kim Yungi Kim Dahyun Kim Sukyung Lee Seonghoon Yang 34 0 0 30 Sep 2024
Towards Efficient and Robust VQA-NLE Data Generation with Large Vision-Language Models Patrick Amadeus Irawan Genta Indra Winata Samuel Cahyawijaya Ayu Purwarianti 34 0 0 23 Sep 2024
TrialSynth: Generation of Synthetic Sequential Clinical Trial Data Chufan Gao Mandis Beigi Afrah Shafquat Jacob Aptekar Jimeng Sun 28 0 0 11 Sep 2024
Accelerated Markov Chain Monte Carlo Using Adaptive Weighting Scheme Y Samuel Wang Wenyu Chen Shimin Shan 34 0 0 23 Aug 2024
Enhancing Eye-Tracking Performance through Multi-Task Learning Transformer Weigeng Li Neng Zhou Xiaodong Qu 41 15 0 11 Aug 2024
Enhancing Representation Learning of EEG Data with Masked Autoencoders Yifei Zhou Sitong Liu 41 0 0 09 Aug 2024
Advancing EEG-Based Gaze Prediction Using Depthwise Separable Convolution and Enhanced Pre-Processing Matthew L. Key Tural Mehtiyev Xiaodong Qu MDE 34 13 0 06 Aug 2024
Effect of Kernel Size on CNN-Vision-Transformer-Based Gaze Prediction Using Electroencephalography Data Chuhui Qiu Bugao Liang Matthew L. Key 36 0 0 06 Aug 2024
Integrating HCI Datasets in Project-Based Machine Learning Courses: A College-Level Review and Case Study Xiaodong Qu Matthew L. Key Eric Luo Chuhui Qiu 37 0 0 06 Aug 2024
EEGMobile: Enhancing Speed and Accuracy in EEG-Based Gaze Prediction with Advanced Mobile Architectures Teng Liang Andrews Damoah 45 0 0 06 Aug 2024
Light-weight Fine-tuning Method for Defending Adversarial Noise in Pre-trained Medical Vision-Language Models Xu Han Linghao Jin Xuezhe Ma Xiaofeng Liu AAML 38 3 0 02 Jul 2024
A Survey on Data Quality Dimensions and Tools for Machine Learning Yuhan Zhou Fengjiao Tu Kewei Sha Junhua Ding Haihua Chen 46 4 0 28 Jun 2024
WarCov -- Large multilabel and multimodal dataset from social platform Weronika Borek-Marciniec P. Zyblewski Jakub Klikowski Pawel Ksieniewicz 34 0 0 10 Jun 2024
Differentially Private Fine-Tuning of Diffusion Models Yu-Lin Tsai Yizhe Li Zekai Chen Po-yu Chen Chia-Mu Yu Xuebin Ren Francois Buet-Golfouse 52 3 0 03 Jun 2024
Improving Text Generation on Images with Synthetic Captions Jun Young Koh Sang Hyun Park Joy Song DiffM 51 2 0 01 Jun 2024
A Correlation- and Mean-Aware Loss Function and Benchmarking Framework to Improve GAN-based Tabular Data Synthesis Minh H. Vu Daniel Edler C. Wibom Tommy Löfstedt Beatrice Melin M. Rosvall 35 2 0 27 May 2024
The Future of Large Language Model Pre-training is Federated Lorenzo Sani Alexandru Iacob Zeyu Cao Bill Marino Yan Gao ... Wanru Zhao William F. Shen Preslav Aleksandrov Xinchi Qiu Nicholas D. Lane AI4CE 35 13 0 17 May 2024
Skip the Benchmark: Generating System-Level High-Level Synthesis Data using Generative Machine Learning Yuchao Liao Tosiron Adegbija Roman L. Lysecky Ravi Tandon SyDa 26 0 0 23 Apr 2024
PATE-TripleGAN: Privacy-Preserving Image Synthesis with Gaussian Differential Privacy Zepeng Jiang Weiwei Ni Yifan Zhang PICV 21 1 0 19 Apr 2024
A Diffusion-based Data Generator for Training Object Recognition Models in Ultra-Range Distance Eran Bamani Eden Nissinman L. Koenigsberg Inbar Meir A. Sintov 41 0 0 15 Apr 2024
Best Practices and Lessons Learned on Synthetic Data for Language Models Ruibo Liu Jerry W. Wei Fangyu Liu Chenglei Si Yanzhe Zhang ... Steven Zheng Daiyi Peng Diyi Yang Denny Zhou Andrew M. Dai SyDa EgoV 41 86 0 11 Apr 2024
Fusing Pretrained ViTs with TCNet for Enhanced EEG Regression Eric Modesitt Haicheng Yin Williams Huang Wang Brian Lu 37 2 0 02 Apr 2024
TWIN-GPT: Digital Twins for Clinical Trials via Large Language Model Yue Wang Tianfan Fu Yinlong Xu Zihan Ma Hongxia Xu Yingzhou Lu Bang Du Hong-Yan Gao Jian Wu LM&MA 50 27 0 01 Apr 2024
Towards In-Vehicle Multi-Task Facial Attribute Recognition: Investigating Synthetic Data and Vision Foundation Models Esmaeil Seraj Walter Talamonti 30 0 0 10 Mar 2024
NeSy is alive and well: A LLM-driven symbolic approach for better code comment data generation and classification Hanna Abi Akl 44 0 0 25 Feb 2024