120 citations
- Tel Aviv UniversityIL10 papers
- Hebrew University of JerusalemIL4 papers
- Herzliya Medical CenterIL4 papers
- University of HaifaIL4 papers
- Stanford UniversityUS3 papers
- Technion – Israel Institute of TechnologyIL3 papers
- Ariel UniversityIL2 papers
- Ben-Gurion University of the NegevIL2 papers
- Institute of Science and Technology AustriaAT2 papers
- Massachusetts Institute of TechnologyUS2 papers
- Northeastern UniversityUS2 papers
- Weizmann Institute of ScienceIL2 papers
Showing 2020 · cs.LGShow all
3 papers · 2 filters
cs.LG2020★ 2 cited
Margin-Based Regularization and Selective Sampling in Deep Neural Networks
Berry Weinstein, Shai Fine, Yacov Hel-Or
We derive a new margin-based regularization formulation, termed multi-margin regularization (MMR), for deep neural networks (DNNs). The MMR is inspired by principles that were appl…
cs.LG2020★ 9 cited
Autoencoder Image Interpolation by Shaping the Latent Space
Alon Oring, Zohar Yakhini, Yacov Hel-Or
Autoencoders represent an effective approach for computing the underlying factors characterizing datasets of different types. The latent representation of autoencoders have been st…
cs.LG2020★ 2 cited
Focus-and-Expand: Training Guidance Through Gradual Manipulation of Input Features
Moab Arar, Noa Fish, Dani Daniel +3
We present a simple and intuitive Focus-and-eXpand (\fax) method to guide the training process of a neural network towards a specific solution. Optimizing a neural network is a hig…