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Marta Andronic

@martaandronic.bsky.social

25 followers 63 following 0 posts

PhD student @Imperial designing efficient NNs | EEE MEng '22 @Imperial

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Reposted by Marta Andronic

George A. Constantinides @gconstantinides.bsky.social · 07/08/2025

Today my PhD student @martaandronic.bsky.social will be giving an AMD Tech Talk to AMD Research and Advanced Development (RAD) on "NeuraLUT-Assemble: Hardware-aware Assembling of Sub-Neural Networks for Efficient LUT Inference"

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Reposted by Marta Andronic

George A. Constantinides @gconstantinides.bsky.social · 05/04/2025

The latest super-impressive results from @martaandronic.bsky.social on LUT-based #FPGA neural networks, now available in preprint form here: arxiv.org/abs/2504.00592

arxiv.org

NeuraLUT-Assemble: Hardware-aware Assembling of Sub-Neural Networks for Efficient LUT Inference

Efficient neural networks (NNs) leveraging lookup tables (LUTs) have demonstrated significant potential for emerging AI applications, particularly when deployed on field-programmable gate arrays (FPGA...

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Reposted by Marta Andronic

George A. Constantinides @gconstantinides.bsky.social · 18/02/2025

If you didn't happen to be at @cst.cam.ac.uk last Wednesday but still want to hear me speak about our exciting work with @martaandronic.bsky.social, Cheung, Davis, Wang, Coward and Drane on "Hardware Datapath: For Machine Learning and Beyond" - now you can! www.cl.cam.ac.uk/seminars/wed...

cl.cam.ac.uk

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