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Learning from learning machines: a new generation of AI technology to meet the needs of science


Nov 27, 2021
Luca Pion-Tonachini, Kristofer Bouchard, Hector Garcia Martin, Sean Peisert, W. Bradley Holtz, Anil Aswani, Dipankar Dwivedi, Haruko Wainwright, Ghanshyam Pilania, Benjamin Nachman, Babetta L. Marrone, Nicola Falco, Prabhat, Daniel Arnold, Alejandro Wolf-Yadlin, Sarah Powers, Sharlee Climer, Quinn Jackson, Ty Carlson, Michael Sohn, Petrus Zwart, Neeraj Kumar, Amy Justice, Claire Tomlin, Daniel Jacobson, Gos Micklem, Georgios V. Gkoutos, Peter J. Bickel, Jean-Baptiste Cazier, Juliane Müller, Bobbie-Jo Webb-Robertson, Rick Stevens, Mark Anderson, Ken Kreutz-Delgado, Michael W. Mahoney, James B. Brown


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Nonnegative Tensor Completion via Integer Optimization


Nov 08, 2021
Caleb Bugg, Chen Chen, Anil Aswani


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Protecting Anonymous Speech: A Generative Adversarial Network Methodology for Removing Stylistic Indicators in Text


Oct 18, 2021
Rishi Balakrishnan, Stephen Sloan, Anil Aswani


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Regret Analysis of Learning-Based MPC with Partially-Unknown Cost Function


Aug 04, 2021
Ilgin Dogan, Zuo-Jun Max Shen, Anil Aswani

* 24 pages, 3 figures 

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Covariance-Robust Dynamic Watermarking


Mar 31, 2020
Matt Olfat, Stephen Sloan, Pedro Hespanhol, Matt Porter, Ram Vasudevan, Anil Aswani


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A Dynamic Regret Analysis and Adaptive Regularization Algorithm for On-Policy Robot Imitation Learning


Nov 06, 2018
Jonathan Lee, Michael Laskey, Ajay Kumar Tanwani, Anil Aswani, Ken Goldberg

* WAFR 2018 

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Convex Formulations for Fair Principal Component Analysis


Nov 02, 2018
Matt Olfat, Anil Aswani


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Average Margin Regularization for Classifiers


Oct 14, 2018
Matt Olfat, Anil Aswani


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Non-Stationary Bandits with Habituation and Recovery Dynamics


Dec 21, 2017
Yonatan Mintz, Anil Aswani, Philip Kaminsky, Elena Flowers, Yoshimi Fukuoka


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Spectral Algorithms for Computing Fair Support Vector Machines


Oct 16, 2017
Matt Olfat, Anil Aswani


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Low-Rank Approximation and Completion of Positive Tensors


Sep 13, 2016
Anil Aswani


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Practical Comparison of Optimization Algorithms for Learning-Based MPC with Linear Models


Apr 10, 2014
Anil Aswani, Patrick Bouffard, Xiaojing Zhang, Claire Tomlin


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Provably Safe and Robust Learning-Based Model Predictive Control


Aug 04, 2012
Anil Aswani, Humberto Gonzalez, S. Shankar Sastry, Claire Tomlin


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Statistical Results on Filtering and Epi-convergence for Learning-Based Model Predictive Control


Aug 03, 2012
Anil Aswani, Humberto Gonzalez, S. Shankar Sastry, Claire Tomlin


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Energy-Efficient Building HVAC Control Using Hybrid System LBMPC


Apr 20, 2012
Anil Aswani, Neal Master, Jay Taneja, Andrew Krioukov, David Culler, Claire Tomlin


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