InterDigital and The University of Texas at Austin to Showcase Over-the-Air Federated Learning for AI Model Training at Brooklyn 6G Summit
October 21 2024 - 4:00AM
InterDigital, Inc. (Nasdaq: IDCC), a mobile, video and AI
technology research and development company, announced its
participation in the 2024 Brooklyn 6G Summit, taking place October
23 – 25. At the show, InterDigital and researchers from The
University of Texas at Austin will display the latest in their
collaboration to validate AI solutions for wireless networks and
shape how AI will be used for 5G and 6G.
Jointly organized by Nokia and the NYU Wireless Research Center,
the Brooklyn Summit is an annual gathering of communications
industry leaders contributing to the future of wireless technology.
The theme of this year’s discussions is “6G – From vision to
action.”
A key challenge in applying AI/ML to wireless networks is
managing model training overhead and ensuring user data privacy. To
address these issues, InterDigital and The University of Texas at
Austin will showcase our research on Over-the-Air Federated
Learning (OTA-FL) by training a real-time image classification in a
live demo.
While traditional federated learning (FL) requires each device
to send its model updates using separate dedicated radio resources
to a central server for aggregation, in OTA-FL, the aggregation of
model updates happens directly "over-the-air". The joint demo
between InterDigital and The University of Texas at Austin will use
software defined radios (SDRs) to simultaneously transmit model
updates, displaying real-time OTA-FL training. The simultaneous
transmission of model updates reduces overhead and improves energy
efficiency, especially as the number of users increases.
“As industry prepares for the increased use of AI, new solutions
are required to enable AI – especially for the training of AI
models,” said Milind Kulkarni, VP and Head of Wireless Labs at
InterDigital. “Our expert teams at InterDigital are leading
critical research in AI and its enablement in wireless networks,
and this work is one example of the novel approaches being
considered”
“OTA-FL offers an incredible opportunity to have model weight
updates from large number of devices without proportional increase
in precious spectrum and time resources. It is a whole new paradigm
of training where the wireless medium computes for us,” said
UT-Austin Professor Kaushik Chowdhury. “Through this collaboration
and support from InterDigital, as well as from the US National
Science Foundation, we are excited to be among the first
demonstrators of OTA-FL on real-world experimental testbeds.”
In addition to their AI demo showcase, InterDigital’s Senior
Principal Engineer Phil Pietraski will participate in a panel
discussion on “Energy Efficiency in AI/ML Networks,” alongside
speakers from NVIDIA, Fraunhofer Heinrich Hertz Institute (HHI),
Rohde & Schwarz, and MediaTek. The panel will take place on
Friday, October 25th at 1:40pm ET in the NYU Wireless Pfizer
Auditorium. Learn more here.
Learn more about the Brooklyn 6G Summit here.
About InterDigital®
InterDigital is a global research and development company
focused primarily on wireless, video, artificial intelligence
(“AI”), and related technologies. We design and develop
foundational technologies that enable connected, immersive
experiences in a broad range of communications and entertainment
products and services. We license our innovations worldwide to
companies providing such products and services, including makers of
wireless communications devices, consumer electronics, IoT devices,
cars and other motor vehicles, and providers of cloud-based
services such as video streaming. As a leader in wireless
technology, our engineers have designed and developed a wide range
of innovations that are used in wireless products and networks,
from the earliest digital cellular systems to 5G and today’s most
advanced Wi-Fi technologies. We are also a leader in video
processing and video encoding/decoding technology, with a
significant AI research effort that intersects with both wireless
and video technologies. Founded in 1972, InterDigital is listed on
Nasdaq.
InterDigital is a registered trademark of InterDigital, Inc.
For more information, visit: www.interdigital.com.
InterDigital Contact:Roya
StephensEmail: Roya.Stephens@interdigital.com+1 (202)
349-1714
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