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IEEE Philadelphia Chapter of CSS/CASS/SMCS Distinguished Lecturer

Date and Time

Tuesday, May 6, 2025, 7:00 PM until 8:00 PM

Location

Webinar
PA  
USA

Category

Affiliate Group Event

Registration Info

Registration is required

About this event

IEEE Philadelphia Chapter of CSS/CASS/SMCS 

Distinguished Lecturer 

 

Date: May 6, 2025

Time: 7:00 - 8:00 PM

Location: Virtual

 

BRAIN-INSPIRED LOW-POWER LANGUAGE MODEL

 

Speaker: Dr. Jason Eshraghian

 

This talk unveils the transformative potential of achieving sub-10-watt language models (LMs) by drawing inspiration from the brain’s energy efficiency. We introduce a groundbreaking approach to language model design, featuring a matrix-multiplication-free architecture that scales to billions of parameters. To validate this paradigm, we developed custom hardware solutions (FPGA) as well as leveraged pre-existing neuromorphic hardware (Intel Loihi 2), optimized for lightweight operations that outperform traditional GPU capabilities. Our system achieves human-surpassing throughput on billion-parameter models at just 13 watts, setting a new benchmark for energy-efficient AI. This work not only redefines what's possible for low-power LLMs but also highlights the critical operations future accelerators must prioritize to enable the next wave of sustainable AI innovation.

 

Register here:

https://events.vtools.ieee.org/m/479501

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