4 papers · 1 filter
Few-shot Algorithm Assurance
Dang Nguyen, Sunil Gupta
In image classification tasks, deep learning models are vulnerable to image distortion. For successful deployment, it is important to identify distortion levels under which the mod…
Generating Realistic Tabular Data with Large Language Models
Dang Nguyen, Sunil Gupta, Kien Do +2
While most generative models show achievements in image data generation, few are developed for tabular data generation. Recently, due to success of large language models (LLM) in d…
Robust Transfer Learning for Active Level Set Estimation with Locally Adaptive Gaussian Process Prior
Giang Ngo, Dang Nguyen, Sunil Gupta
The objective of active level set estimation for a black-box function is to precisely identify regions where the function values exceed or fall below a specified threshold by itera…
Active Level Set Estimation for Continuous Search Space with Theoretical Guarantee
Giang Ngo, Dang Nguyen, Dat Phan-Trong +1
A common problem encountered in many real-world applications is level set estimation where the goal is to determine the region in the function domain where the function is above or…