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Honors

Presented "MUTA: Enabling Multi-Task Neural Network Inference in Programmable Data-Planes" on the 22nd of May, 2025.
Kaiyi Zhang, Changgang Zheng, Nancy Samaan, Ahmed Karmouch, and Noa Zilberman
IEEE HPSR 2025 [CCF B] [Best Paper Award]
Paper | BibTex

We introduce MUTA; a novel in-network multi-task learning solution. MUTA enables executing multiple inference tasks concurrently in the data-plane, without exhausting available resources.

Planter: Rapid Prototyping of In-Network Machine Learning Inference
Changgang Zheng, Mingyuan Zang, Xinpeng Hong, Liam Perreault, Riyad Bensoussane, Shay Vargaftik, Yaniv Ben-Itzhak, and Noa Zilberman
ACM SIGCOMM Computer Communication Review (CCR), 2024 [Acceptance rates comparable to ACM SIGCOMM conference, i.e., under 15%] [Best of CCR]
PDF | arXiv (2022) | BibTex | Code | Doc

Using programmable network devices to aid in-network machine learning has been the focus of significant research. This work presents Planter, an open-source, modular framework for mapping trained machine learning models to programmable devices. Planter supports a wide range of machine learning models, multiple targets and can be easily extended.

2022 SoSyM-First Paper Award
Award by Journal of Software and System Modeling, Springer, 2022

SoSyM "Journal-First" enables authors of recently awarded SoSyM papers to present their work across the core conference sessions at MODELS. Papers are selected from accepted/ published SoSyM papers within the previous year.

Jesus College Graduate Scholar
Award by the Governing Body of Jesus College, University of Oxford, 2022

Up to ten graduate students are awarded. Graduate Scholars are allowed to dine at High Table in Scholar's gown.

First-Class Honor Scholarship
Award by University of Electronic Science and Technology of China, 2019

As the highest annual scholarship in UESTC, the First Class Honor Scholarship (Outstanding Student Scholarship) is awarded to the top 10% of UESTC students who demonstrate a high level of morality, intelligence, physical development, and with comprehensive quality and excellence.

National Scholarship
Award by Ministry of Education of the People’s Republic of China, 2019

As the highest honour, the National Scholarship program is a program funded by the central government to reward outstanding undergraduate students. National Scholarships has the most rigorous and standardized selection process. Approximately 27 million students compete annually for 60,000 national scholarships, with only 0.2% winning.

First-Class Honor Scholarship
Award by University of Electronic Science and Technology of China, 2018

As the highest annual scholarship in UESTC, the First Class Honor Scholarship (Outstanding Student Scholarship) is awarded to the top 10% of UESTC students who demonstrate a high level of morality, intelligence, physical development, and with comprehensive quality and excellence.

National Scholarship
Award by Ministry of Education of the People’s Republic of China, 2018

As the highest honour, the National Scholarship program is a program funded by the central government to reward outstanding undergraduate students. National Scholarships has the most rigorous and standardized selection process. Approximately 27 million students compete annually for 60,000 national scholarships, with only 0.2% winning.

First-Class Honor Scholarship
Award by University of Electronic Science and Technology of China, 2017

As the highest annual scholarship in UESTC, the First Class Honor Scholarship (Outstanding Student Scholarship) is awarded to the top 10% of UESTC students who demonstrate a high level of morality, intelligence, physical development, and with comprehensive quality and excellence.