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ERASE-Net: Efficient Segmentation Networks for Automotive Radar Signals


Sep 26, 2022
Shihong Fang, Haoran Zhu, Devansh Bisla, Anna Choromanska, Satish Ravindran, Dongyin Ren, Ryan Wu


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Low-Pass Filtering SGD for Recovering Flat Optima in the Deep Learning Optimization Landscape


Feb 04, 2022
Devansh Bisla, Jing Wang, Anna Choromanska


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AutoDrop: Training Deep Learning Models with Automatic Learning Rate Drop


Dec 13, 2021
Yunfei Teng, Jing Wang, Anna Choromanska

* 12 figures, 23 pages 

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A Theoretical-Empirical Approach to Estimating Sample Complexity of DNNs


May 05, 2021
Devansh Bisla, Apoorva Nandini Saridena, Anna Choromanska


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Backdoor Attacks on the DNN Interpretation System


Dec 03, 2020
Shihong Fang, Anna Choromanska


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Continual learning with direction-constrained optimization


Nov 25, 2020
Yunfei Teng, Anna Choromanska, Murray Campbell


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SGB: Stochastic Gradient Bound Method for Optimizing Partition Functions


Nov 03, 2020
Jing Wang, Anna Choromanska


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