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20112026
most citedRegression on manifolds: Estimation of the exterior derivative

44 citations · 62 across the 19 of their papers we have counts for

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Showing 2021Show all

5 papers · 1 filter

cs.LG2021

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…

cs.LG2021

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…

cs.LG2021★ 1 cited

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…

math.OC2021

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…

math.OC2021

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…