1 code implementation • 5 Mar 2024 • Yakir Yehuda, Itzik Malkiel, Oren Barkan, Jonathan Weill, Royi Ronen, Noam Koenigstein
Despite the many advances of Large Language Models (LLMs) and their unprecedented rapid evolution, their impact and integration into every facet of our daily lives is limited due to various reasons.
1 code implementation • 23 Oct 2023 • Oren Barkan, Yehonatan Elisha, Jonathan Weill, Yuval Asher, Amit Eshel, Noam Koenigstein
This paper presents Deep Integrated Explanations (DIX) - a universal method for explaining vision models.
1 code implementation • ICCV 2023 • Oren Barkan, Tal Reiss, Jonathan Weill, Ori Katz, Roy Hirsch, Itzik Malkiel, Noam Koenigstein
Given an image of a certain object, the goal of VSD is to retrieve images of different objects with high perceptual visual similarity.
no code implementations • 28 Jun 2023 • Oren Barkan, Avi Caciularu, Idan Rejwan, Ori Katz, Jonathan Weill, Itzik Malkiel, Noam Koenigstein
We present Variational Bayesian Network (VBN) - a novel Bayesian entity representation learning model that utilizes hierarchical and relational side information and is particularly useful for modeling entities in the ``long-tail'', where the data is scarce.
no code implementations • 13 Aug 2022 • Itzik Malkiel, Dvir Ginzburg, Oren Barkan, Avi Caciularu, Jonathan Weill, Noam Koenigstein
Recently, there has been growing interest in the ability of Transformer-based models to produce meaningful embeddings of text with several applications, such as text similarity.
no code implementations • 12 Dec 2021 • Oren Barkan, Roy Hirsch, Ori Katz, Avi Caciularu, Jonathan Weill, Noam Koenigstein
Next, we propose a novel hybrid recommendation algorithm that bridges these two conflicting objectives and enables a harmonized balance between preserving high accuracy for warm items while effectively promoting completely cold items.
no code implementations • 7 Mar 2016 • Oren Barkan, Jonathan Weill, Amir Averbuch
Many of the existing methods produce a low dimensional representation that attempts to describe the intrinsic geometric structure of the original data.
no code implementations • CVPR 2013 • Oren Barkan, Jonathan Weill, Amir Averbuch, Shai Dekel
One of the main challenges in Computed Tomography (CT) is how to balance between the amount of radiation the patient is exposed to during scan time and the quality of the CT image.