no code implementations • EACL (WANLP) 2021 • Abraham Israeli, Yotam Nahum, Shai Fine, Kfir Bar
In this paper we present designated solutions for sentiment classification and sarcasm detection tasks that were introduced as part of a shared task by Abu Farha et al. (2021).
1 code implementation • 9 Oct 2021 • Berry Weinstein, Shai Fine, Yacov Hel-Or
The weight decay regularization term is widely used during training to constrain expressivity, avoid overfitting, and improve generalization.
no code implementations • 13 Sep 2020 • 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).
1 code implementation • 16 Nov 2019 • Berry Weinstein, Shai Fine, Yacov Hel-Or
We present a selective sampling method designed to accelerate the training of deep neural networks.
no code implementations • 22 Feb 2018 • Lena Granovsky, Gabi Shalev, Nancy Yacovzada, Yotam Frank, Shai Fine
In order to study the connection between sleep/wake patterns and a cluster headache disorder, activity data was collected using a wearable device in the course of a clinical trial.
no code implementations • 14 Feb 2018 • Elad Hoffer, Shai Fine, Daniel Soudry
Deep convolutional network has been the state-of-the-art approach for a wide variety of tasks over the last few years.