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Neural Collapse with Normalized Features: A Geometric Analysis over the Riemannian Manifold


Sep 19, 2022
Can Yaras, Peng Wang, Zhihui Zhu, Laura Balzano, Qing Qu

* The first two authors contributed to this work equally; 38 pages, 13 figures. Accepted at NeurIPS'22 

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Online Bilevel Optimization: Regret Analysis of Online Alternating Gradient Methods


Jul 14, 2022
Davoud Ataee Tarzanagh, Laura Balzano


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Convergence and Recovery Guarantees of the K-Subspaces Method for Subspace Clustering


Jun 19, 2022
Peng Wang, Huikang Liu, Anthony Man-Cho So, Laura Balzano

* This paper is accepted by ICML 2022 

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A Semidefinite Relaxation for Sums of Heterogeneous Quadratics on the Stiefel Manifold


May 26, 2022
Kyle Gilman, Sam Burer, Laura Balzano

* 32 pages, 3 figures, 5 tables 

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Mode Reduction for Markov Jump Systems


May 05, 2022
Zhe Du, Laura Balzano, Necmiye Ozay

* Paper currently under review for IEEE OJ-CSYS 

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Fair Structure Learning in Heterogeneous Graphical Models


Dec 09, 2021
Davoud Ataee Tarzanagh, Laura Balzano, Alfred O. Hero


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Identification and Adaptive Control of Markov Jump Systems: Sample Complexity and Regret Bounds


Nov 13, 2021
Yahya Sattar, Zhe Du, Davoud Ataee Tarzanagh, Laura Balzano, Necmiye Ozay, Samet Oymak


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Certainty Equivalent Quadratic Control for Markov Jump Systems


May 26, 2021
Zhe Du, Yahya Sattar, Davoud Ataee Tarzanagh, Laura Balzano, Samet Oymak, Necmiye Ozay

* 17 pages, 8 figures 

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HePPCAT: Probabilistic PCA for Data with Heteroscedastic Noise


Jan 10, 2021
David Hong, Kyle Gilman, Laura Balzano, Jeffrey A. Fessler

* This work has been submitted to the IEEE for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible. 21 pages, 11 figures 

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