Itzik Malkiel

Joined

May 2021

Names

Itzik Malkiel (Preferred)

Emails

****@gmail.com (Confirmed)

****@microsoft.com (Confirmed)

Personal Links

Career & Education History

PhD student

Tel Aviv University (tau.ac.il)

2018 – 2021

Researcher

Microsoft (microsoft.com)

2018 – 2021

Researcher

General Electric (ge.com)

2016 – 2018

Advisors, Relations & Conflicts

No relations added

Expertise

deep learning

medical imaging

nlp

computer vision

2014 – 2021

Publications

Pre-Training Transformers for Fingerprinting to Improve Stress Prediction in fMRI
Gony Rosenman, Itzik Malkiel, Ayam Greental, Talma Hendler, Lior Wolf
- Published: 04 Apr 2023, Last Modified: 25 Apr 2023
- MIDL 2023 Oral
- Readers: Everyone
Interpreting BERT-based Text Similarity via Activation and Saliency Maps
Itzik Malkiel, Dvir Ginzburg, Oren Barkan, Avi Caciularu, Jonathan Weill, Noam Koenigstein
- 2022 (modified: 03 Nov 2022)
- CoRR 2022
- Readers: Everyone
Interpreting BERT-based Text Similarity via Activation and Saliency Maps
Itzik Malkiel, Dvir Ginzburg, Oren Barkan, Avi Caciularu, Jonathan Weill, Noam Koenigstein
- 2022 (modified: 03 Nov 2022)
- WWW 2022
- Readers: Everyone
MetricBERT: Text Representation Learning via Self-Supervised Triplet Training
Itzik Malkiel, Dvir Ginzburg, Oren Barkan, Avi Caciularu, Yoni Weill, Noam Koenigstein
- 2022 (modified: 03 Nov 2022)
- CoRR 2022
- Readers: Everyone
Metricbert: Text Representation Learning Via Self-Supervised Triplet Training
Itzik Malkiel, Dvir Ginzburg, Oren Barkan, Avi Caciularu, Yoni Weill, Noam Koenigstein
- 2022 (modified: 03 Nov 2022)
- ICASSP 2022
- Readers: Everyone
Grad-SAM: Explaining Transformers via Gradient Self-Attention Maps
Oren Barkan, Edan Hauon, Avi Caciularu, Ori Katz, Itzik Malkiel, Omri Armstrong, Noam Koenigstein
- 2022 (modified: 03 Nov 2022)
- CoRR 2022
- Readers: Everyone
Self-Supervised Transformers for fMRI representation
Itzik Malkiel, Gony Rosenman, Lior Wolf, Talma Hendler
- Published: 28 Feb 2022, Last Modified: 16 May 2023
- MIDL 2022
- Readers: Everyone
GAM: Explainable Visual Similarity and Classification via Gradient Activation Maps
Oren Barkan, Omri Armstrong, Amir Hertz, Avi Caciularu, Ori Katz, Itzik Malkiel, Noam Koenigstein
- 2021 (modified: 03 Nov 2022)
- CIKM 2021
- Readers: Everyone
Representation Learning via Variational Bayesian Networks
Oren Barkan, Avi Caciularu, Idan Rejwan, Ori Katz, Jonathan Weill, Itzik Malkiel, Noam Koenigstein
- 2021 (modified: 03 Nov 2022)
- CIKM 2021
- Readers: Everyone
Grad-SAM: Explaining Transformers via Gradient Self-Attention Maps
Oren Barkan, Edan Hauon, Avi Caciularu, Ori Katz, Itzik Malkiel, Omri Armstrong, Noam Koenigstein
- 2021 (modified: 03 Nov 2022)
- CIKM 2021
- Readers: Everyone

View all 30 publications