44 citations · 62 across the 19 of their papers we have counts for
5 papers · 1 filter
Learning from learning machines: a new generation of AI technology to meet the needs of science
Luca Pion-Tonachini, Kristofer Bouchard, Hector Garcia Martin +33
We outline emerging opportunities and challenges to enhance the utility of AI for scientific discovery. The distinct goals of AI for industry versus the goals of AI for science cre…
Nonnegative Tensor Completion via Integer Optimization
Caleb Bugg, Chen Chen, Anil Aswani
Unlike matrix completion, tensor completion does not have an algorithm that is known to achieve the information-theoretic sample complexity rate. This paper develops a new algorith…
Protecting Anonymous Speech: A Generative Adversarial Network Methodology for Removing Stylistic Indicators in Text
Rishi Balakrishnan, Stephen Sloan, Anil Aswani
With Internet users constantly leaving a trail of text, whether through blogs, emails, or social media posts, the ability to write and protest anonymously is being eroded because a…
Regret Analysis of Learning-Based MPC with Partially-Unknown Cost Function
Ilgin Dogan, Zuo-Jun Max Shen, Anil Aswani
The exploration/exploitation trade-off is an inherent challenge in data-driven adaptive control. Though this trade-off has been studied for multi-armed bandits (MAB's) and reinforc…
Resilient Control of Platooning Networked Robotic Systems via Dynamic Watermarking
Matthew Porter, Arnav Joshi, Sidhartha Dey +5
Networked robotic systems, such as connected vehicle platoons, can improve the safety and efficiency of transportation networks by allowing for high-speed coordination. To enable s…