NeurIPS 2023 Workshop SyntheticData4ML Submissions

Towards Effective Synthetic Data Sampling for Domain Adaptive Pose Estimation
Isha Dua, Arjun Sharma, Shuaib Ahmed, Rahul Tallamraju
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
Carpe Diem: On the Evaluation of World Knowledge in Lifelong Language Models
Yujin Kim, Jaehong Yoon, Seonghyeon Ye, Sung Ju Hwang, Se-Young Yun
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Oral
- Readers: Everyone
Diffusion-based Semantic-Discrepant Outlier Generation for Out-of-Distribution Detection
Suhee Yoon, Sanghyu Yoon, Hankook Lee, Sangjun Han, Ye Seul Sim, Kyungeun Lee, Hyeseung Cho, Woohyung Lim
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
STAR: Improving Low-Resource Information Extraction by Structure-to-Text Data Generation with Large Language Models
Mingyu Derek Ma, Xiaoxuan Wang, Po-Nien Kung, P. Jeffrey Brantingham, Nanyun Peng, Wei Wang
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
Effective Data Augmentation With Diffusion Models
Brandon Trabucco, Kyle Doherty, Max Gurinas, Ruslan Salakhutdinov
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Oral
- Readers: Everyone
Synthetic Data Generation for Scarce Road Scene Detection Scenarios
Dipika Khullar, Yash Shah, Ninad Kulkarni, Negin Sokhandan
- Published: 30 Oct 2023, Last Modified: 10 Dec 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
Knowledge-Infused Prompting Improves Clinical Text Generation with Large Language Models
Ran Xu, Hejie Cui, Yue Yu, Xuan Kan, Wenqi Shi, Yuchen Zhuang, Wei Jin, Joyce Ho, Carl Yang
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
Conditional Generative Modeling for High-dimensional Marked Temporal Point Processes
Zheng Dong, Zekai Fan, Shixiang Zhu
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
Harnessing Synthetic Datasets: The Role of Shape Bias in Deep Neural Network Generalization
Elior Benarous, Sotiris Anagnostidis, Luca Biggio, Thomas Hofmann
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
GeMQuAD : Generating Multilingual Question Answering Datasets from Large Language Models using Few Shot Learning
Amani Namboori, Shivam Sadashiv Mangale, Andy Rosenbaum, Saleh Soltan
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
Feedback-guided Data Synthesis for Imbalanced Classification
Reyhane Askari Hemmat, Mohammad Pezeshki, Florian Bordes, Michal Drozdzal, Adriana Romero-Soriano
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
Strong statistical parity through fair synthetic data
Ivona Krchova, Michael Platzer, Paul Tiwald
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
Generating Medical Instructions with Conditional Transformer
Samuel Belkadi, Nicolo Micheletti, Lifeng Han, Warren Del-Pinto, Goran Nenadic
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
CALICO: Conversational Agent Localization via Synthetic Data Generation
Andy Rosenbaum, Pegah Kharazmi, Ershad Banijamali, Lu Zeng, Christopher DiPersio, Pan Wei, Gokmen Oz, Clement Chung, Karolina Owczarzak, Fabian Triefenbach, Wael Hamza
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
Balancing the Picture: Debiasing Vision-Language Datasets with Synthetic Contrast Sets
Brandon Abreu Smith, Miguel Farinha, Siobhan Mackenzie Hall, Hannah Rose Kirk, Aleksandar Shtedritski, Max Bain
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
Continuous Diffusion for Mixed-Type Tabular Data
Markus Mueller, Kathrin Gruber, Dennis Fok
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
Evaluating VLMs for Score-Based, Multi-Probe Annotation of 3D Objects
Rishabh Kabra, Loic Matthey, Alexander Lerchner, Niloy Mitra
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
INTAGS: Interactive Agent-Guided Simulation
Song Wei, Andrea Coletta, Svitlana Vyetrenko, Tucker Balch
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
Generating Privacy-Preserving Longitudinal Synthetic Data
Robin van Hoorn, Tom Bakkes, Zoi Tokoutsi, Ymke de Jong, R. Arthur Bouwman, Mykola Pechenizkiy
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
Improving Code Style for Accurate Code Generation
Naman Jain, Tianjun Zhang, Wei-Lin Chiang, Joseph E. Gonzalez, Koushik Sen, Ion Stoica
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
Learning to Place Objects into Scenes by Hallucinating Scenes around Objects
Lu Yuan, James Hong, Vishnu Sarukkai, Kayvon Fatahalian
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
Fair Wasserstein Coresets
Zikai Xiong, Niccolo Dalmasso, Vamsi K. Potluru, Tucker Balch, Manuela Veloso
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Oral
- Readers: Everyone
Synthetic Imitation Edit Feedback for Factual Alignment in Clinical Summarization
Prakamya Mishra, Zonghai Yao, shuwei chen, Beining Wang, Rohan Mittal, hong yu
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
On Consistent Bayesian Inference from Synthetic Data
Ossi Räisä, Joonas Jälkö, Antti Honkela
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone
Knowledge-based in silico models and dataset for the comparative evaluation of mammography AI
Elena Sizikova, Niloufar Saharkhiz, Diksha Sharma, Miguel Lago, Berkman Sahiner, Jana Gut Delfino, Aldo Badano
- Published: 30 Oct 2023, Last Modified: 30 Nov 2023
- SyntheticData4ML 2023 Poster
- Readers: Everyone