Noam Razin

Computer Science PhD Student

Tel Aviv University

I’m a PhD student in the School of Computer Science at Tel Aviv University, fortunate to be advised by Nadav Cohen.

My research interests include the theoretical foundations and applications of machine learning. More specifically, I’m interested in analyzing aspects of expressiveness, optimization, and generalization in deep learning, with the goal of establishing theoretically grounded practices.

Email: noam (dot) razin (at) cs.tau.ac.il

News

Feb 21: New paper analyzes the implicit regularization in tensor factorization! Tensor rank may shed light on generalization in deep learning.
Sep 20: Implicit Regularization in Deep Learning May Not Be Explainable by Norms was accepted to NeurIPS 2020.
Nov 19: Scalable Attentive Sentence-Pair Modeling via Distilled Sentence Embedding was accepted to AAAI 2020.

Publications

* denotes equal contribution.

Implicit Regularization in Tensor Factorization

Noam Razin*, Asaf Maman*, Nadav Cohen

arXiv preprint arXiv:2102.09972, 2021

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Implicit Regularization in Deep Learning May Not Be Explainable by Norms

Noam Razin, Nadav Cohen

Advances in Neural Information Processing Systems (NeurIPS), 2020

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RecoBERT: A Catalog Language Model for Text-Based Recommendations

Itzik Malkiel, Oren Barkan, Avi Caciularu, Noam Razin, Ori Katz, Noam Koenigstein

Findings of the Association for Computational Linguistics: EMNLP, 2020

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Scalable Attentive Sentence-Pair Modeling via Distilled Sentence Embedding

Oren Barkan*, Noam Razin*, Itzik Malkiel, Ori Katz, Avi Caciularu, Noam Koenigstein

AAAI Conference on Artificial Intelligence (AAAI), 2020

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Teaching

Teaching Assistant for Foundations of Deep Learning (course #0368-3080), Tel Aviv University, spring 2021