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02/22/2022
A QUBO formulation for the Tree Containment problem
Phylogenetic (evolutionary) trees and networks are leaf-labeled graphs t...
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03/08/2021
Nondeterminism and Instability in Neural Network Optimization
Nondeterminism in neural network optimization produces uncertainty in pe...
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06/10/2019
Improved Adversarial Robustness via Logit Regularization Methods
While great progress has been made at making neural networks effective a...
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06/09/2019
Four Things Everyone Should Know to Improve Batch Normalization
A key component of most neural network architectures is the use of norma...
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07/30/2018
A Hybrid Quantum-Classical Paradigm to Mitigate Embedding Costs in Quantum Annealing---Abridged Version
Quantum annealing has shown significant potential as an approach to near...
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05/29/2018
Improved Mixed-Example Data Augmentation
In order to reduce overfitting, neural networks are typically trained wi...
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03/12/2018