Search Results for author: Daniel Jakubovitz

Found 5 papers, 1 papers with code

An information-Theoretic Approach to Semi-supervised Transfer Learning

no code implementations11 Jun 2023 Daniel Jakubovitz, David Uliel, Miguel Rodrigues, Raja Giryes

We focus on the task of semi-supervised transfer learning, in which unlabeled samples from the target dataset are available during network training on the source dataset.

Transfer Learning

Lautum Regularization for Semi-supervised Transfer Learning

no code implementations2 Apr 2019 Daniel Jakubovitz, Miguel R. D. Rodrigues, Raja Giryes

We focus on the task of semi-supervised transfer learning, in which unlabeled samples from the target dataset are available during the network training on the source dataset.

Transfer Learning

Generalization Error in Deep Learning

no code implementations3 Aug 2018 Daniel Jakubovitz, Raja Giryes, Miguel R. D. Rodrigues

Deep learning models have lately shown great performance in various fields such as computer vision, speech recognition, speech translation, and natural language processing.

speech-recognition Speech Recognition +1

Improving DNN Robustness to Adversarial Attacks using Jacobian Regularization

1 code implementation ECCV 2018 Daniel Jakubovitz, Raja Giryes

We demonstrate empirically that it leads to enhanced robustness results with a minimal change in the original network's accuracy.

Cannot find the paper you are looking for? You can Submit a new open access paper.