3 papers
cs.LG2021
Towards One Shot Search Space Poisoning in Neural Architecture Search
Nayan Saxena, Robert Wu, Rohan Jain
We evaluate the robustness of a Neural Architecture Search (NAS) algorithm known as Efficient NAS (ENAS) against data agnostic poisoning attacks on the original search space with c…
cs.LG2021
NeuralArTS: Structuring Neural Architecture Search with Type Theory
Robert Wu, Nayan Saxena, Rohan Jain
Neural Architecture Search (NAS) algorithms automate the task of finding optimal deep learning architectures given an initial search space of possible operations. Developing these…
cs.LG2021
Poisoning the Search Space in Neural Architecture Search
Robert Wu, Nayan Saxena, Rohan Jain
Deep learning has proven to be a highly effective problem-solving tool for object detection and image segmentation across various domains such as healthcare and autonomous driving.…