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06/06/2023
PILLAR: How to make semi-private learning more effective
In Semi-Supervised Semi-Private (SP) learning, the learner has access to...
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12/21/2022
Not Just Pretty Pictures: Text-to-Image Generators Enable Interpretable Interventions for Robust Representations
Neural image classifiers are known to undergo severe performance degrada...
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07/22/2022
An Impartial Take to the CNN vs Transformer Robustness Contest
Following the surge of popularity of Transformers in Computer Vision, se...
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07/13/2022
Sample-dependent Adaptive Temperature Scaling for Improved Calibration
It is now well known that neural networks can be wrong with high confide...
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06/29/2022
RegMixup: Mixup as a Regularizer Can Surprisingly Improve Accuracy and Out Distribution Robustness
We show that the effectiveness of the well celebrated Mixup [Zhang et al...
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12/23/2020
Towards Automated Satellite Conjunction Management with Bayesian Deep Learning
After decades of space travel, low Earth orbit is a junkyard of discarde...
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12/18/2020