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10/06/2021
Detecting and Quantifying Malicious Activity with Simulation-based Inference
We propose the use of probabilistic programming techniques to tackle the...
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07/02/2021
DeformRS: Certifying Input Deformations with Randomized Smoothing
Deep neural networks are vulnerable to input deformations in the form of...
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02/16/2021
Shape-Tailored Deep Neural Networks
We present Shape-Tailored Deep Neural Networks (ST-DNN). ST-DNN extend c...
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10/28/2020
Class-Agnostic Segmentation Loss and Its Application to Salient Object Detection and Segmentation
In this paper we present a novel loss function, called class-agnostic se...
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10/22/2020
Continual Learning in Low-rank Orthogonal Subspaces
In continual learning (CL), a learner is faced with a sequence of tasks,...
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03/24/2016