Search Results for author: Robert Wu

Found 4 papers, 0 papers with code

Towards One Shot Search Space Poisoning in Neural Architecture Search

no code implementations13 Nov 2021 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 carefully designed ineffective operations.

Neural Architecture Search

NeuralArTS: Structuring Neural Architecture Search with Type Theory

no code implementations17 Oct 2021 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.

Neural Architecture Search Vocal Bursts Type Prediction

Poisoning the Search Space in Neural Architecture Search

no code implementations ICML Workshop AML 2021 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.

Autonomous Driving Image Segmentation +4

Predicting ICU transfers using text messages between nurses and doctors

no code implementations WS 2019 Faiza Khan Khattak, Chlo{\'e} Pou-Prom, Robert Wu, Frank Rudzicz

We explore the use of real-time clinical information, i. e., text messages sent between nurses and doctors regarding patient conditions in order to predict transfer to the intensive care unit(ICU).

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