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04/06/2023
Improving Visual Question Answering Models through Robustness Analysis and In-Context Learning with a Chain of Basic Questions
Deep neural networks have been critical in the task of Visual Question A...
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06/21/2020
Network Moments: Extensions and Sparse-Smooth Attacks
The impressive performance of deep neural networks (DNNs) has immensely ...
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11/30/2019
Assessing the Robustness of Visual Question Answering
Deep neural networks have been playing an essential role in the task of ...
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05/28/2019
Probabilistically True and Tight Bounds for Robust Deep Neural Network Training
Training Deep Neural Networks (DNNs) that are robust to norm bounded adv...
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04/24/2019
Analytical Moment Regularizer for Gaussian Robust Networks
Despite the impressive performance of deep neural networks (DNNs) on num...
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11/16/2017
A Novel Framework for Robustness Analysis of Visual QA Models
Deep neural networks have been playing an essential role in many compute...
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09/14/2017
Robustness Analysis of Visual QA Models by Basic Questions
Visual Question Answering (VQA) models should have both high robustness ...
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03/19/2017