Hi! I am Noga, a Postdoc at the Technion, advised by Prof. Mark Silberstein.
I did my PhD at the Hebrew University of Jerusalem, under the supervising of Prof. Michael Schapira.
My research interests include, but are hardly limited to:
I love doing multidisciplinary research, and collaborating across different fields. In my PhD thesis, titled "Safe Deployment of Deep Learning Solutions for Rate Control Problems", I focused on solving Networking problems using ML in a safe, deployable manner.
I interned twice (summer/fall 2018 and 2019) at VMware Research Group in Palo Alto, mentored by Israel Cidon. In the past (2012-2018), I have held several positions at Altair Semiconductor (now a Sony company), the latest of which was Computer Vision Researcher.
My research interests include, but are hardly limited to:
- Networking, particularly internet protocols
- Systems and Security
- Machine Learning
- Data and exciting datasets
I love doing multidisciplinary research, and collaborating across different fields. In my PhD thesis, titled "Safe Deployment of Deep Learning Solutions for Rate Control Problems", I focused on solving Networking problems using ML in a safe, deployable manner.
I interned twice (summer/fall 2018 and 2019) at VMware Research Group in Palo Alto, mentored by Israel Cidon. In the past (2012-2018), I have held several positions at Altair Semiconductor (now a Sony company), the latest of which was Computer Vision Researcher.
Publications
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Online Safety Assurance for Learning-Augmented Systems
Noga H. Rotman, Michael Schapira, Aviv Tamar. HotNets 2020.
[Short Paper], [Slides], [Video]
Also see [Short Paper] from Deep Reinforcement Learning Workshop and Challenges of Real-World RL Workshop, NeurIPS 2020. -
A Deep Reinforcement Learning Perspective on Internet Congestion Control
Nathan Jay, Noga H. Rotman, P. Brighten Godfrey, Michael Schapira, Aviv Tamar. ICML 2019.
[Paper], [Slides], [Video]
Also see [Short Paper] from Deep Reinforcement Learning Workshop, NeurIPS 2018.
Manuscripts
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CloudCast: Characterizing Public Clouds Connectivity
Noga H. Rotman, Yaniv Ben-Itzhak, Aran Bergman, Israel Cidon, Igor Golikov, Alex Markuze, Eyal Zohar. 2022.
[Paper] -
Pied Piper: Rethinking Internet Data Delivery
Aran Bergman, Israel Cidon, Isaac Keslassy, Noga H. Rotman, Michael Schapira, Alex Markuze, Eyal Zohar. 2018.
[Paper]
Other
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Tackling Deployability Challenges in ML-Powered Networks
Noga H. Rotman. ACM SIGMETRICS PER 2023.
[Short Paper], [Slides]
Based on an invited talk at the ACM SIGMETRICS Workshop on Measurements for Self-Driving Networks.
Updates
- Oct 2, 2023: New short paper!