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Checkout out our Fluid Batching work, accepted at IEEE/ACM ICCAD! We designed a SOTA flexible batching method for NPU-based inference serving, showcasing how rethinking ML system design for upcoming use-cases can lead to combined high throughput and low tail latency. Samsung Research

Reminder: Almost one week left until the submission deadline of distributedml.org (Sep 15th). We are looking forward to receiving some great papers this year! In the meantime, we have been organising an exciting program for this year's workshop. Stay tuned for more!

This Wednesday (Nov 1st), Stylianos I. Venieris will be presenting our work on "Fluid Batching: Exit-Aware Preemptive Serving of Early-Exit Neural Networks on Edge NPUs" at #ICCAD2023. Tune in for more ... Preprint: arxiv.org/abs/2209.13443 Co-authored-by: Alexandros Kouris , nic lane

Our paper presenting Fluid Batching has been selected as Best Paper Award Finalist at IEEE/ACM ICCAD 2023! If you find yourself in SF, come by my talk and poster on Wednesday to know more. Preprint: arxiv.org/abs/2209.13443 Samsung Research

From SpatialML industrial advisor Stylianos I. Venieris and coauthors!

We are very excited to release the list of accepted papers for this year's DistributedML workshop, along with a tentative schedule here: distributedml.org/program/ Looking forward to seeing you in Paris, ACM SIGCOMM #CoNEXT23.

Great talk Young D. Kwon -- continual learning on your phone 😎 ACM SenSys; work w/ Hong Jia, Stylianos I. Venieris, Jagmohan Chauhan, Cecilia Mascolo🇪🇺🇬🇧

Our GenAI group at Samsung Electronics AI in Cambridge, UK has open positions for ML Engineers. Check out more info and application details: linkedin.com/posts/styliano… Join us!

Thanks to Blaize, Lumai, Samsung Electronics and Sally Ward-Foxton from EE Times | Electronic Engineering Times for a brilliant panel earlier today on next-generation hardware and system design for #EdgeAI at the AI Infra Connect (Formerly AI Hardware and Systems #AIHWEdgeAISummit in London.

Happy to announce that our paper, "The Future of Consumer Edge-AI Computing" has been accepted to IEEE Pervasive Computing. Extended Preprint: arxiv.org/abs/2210.10514 Talk @ FLOW Seminar: youtube.com/watch?v=WyKxGK… #machinelearning, #edgeai, #mobile, #research, #distributedml

Our keynote speaker Stylianos I. Venieris (Samsung AI Center) presenting on "A Call to Rethink AI Computing at the Consumer Edge: New Challenges and Systems Considerations". #mobiuk2024

What are we going to do now that trends in model size (LLM and FMs) are breaking our ability to put them on-device? One answer is in the keynote from Stylianos I. Venieris MobiUK 2024 pitching the Consumer Edge 2.0 vision. Details in: arxiv.org/abs/2210.10514 to appear in Pervasive Computing

Find me and Young D. Kwon presenting our work TinyTrain at #ICML2024 Poster Session II at 1:30-3pm Vienna time Link to paper in ICML proceedings: proceedings.mlr.press/v235/kwon24c.h… Great work led by Young D. Kwon 🚀and kudos to our co-authors Stylianos I. Venieris Jagmohan Chauhan nic lane Cecilia Mascolo🇪🇺🇬🇧

TinyTrain allows *learning* not just inference to be performed on MCUs in a compute-, memory- and data-efficient manner! Young and other co-authors are at #ICML2024, reach out to chat. TinyTrain work by Young D. Kwon, Rui Li, Stylianos I. Venieris, Jagmohan Chauhan, nic lane and Cecilia Mascolo🇪🇺🇬🇧

With Christos Kyrkou, we are excited to chair a new topic "A6 Applications of Artificial Intelligence Systems" at DATE Conference 2025.! Details: date-conference.com/tpc#A6 Abstract deadline: Sept 15 2024 Paper deadline: Sept 22 2024 Submission site: softconf.com/date25/confere…