🎉 Our work "GuaranTEE: Towards Attestable and Private ML with CCA" is accepted at EuroMLSys EuroMLSys. Paper: arxiv.org/abs/2404.00190 Code: github.com/comet-cc/Guara… Joint work with Sina Abdollahi mohamad maheri Marios Kogias Hamed 1/4

We explore how Arm 's Confidential Computing Architecture (CCA) can be used to deploy private and attestable ML models on end devices. We develop a prototype on Arm's Fixed Virtual Platform (FVP) simulator. 2/4

As CCA is still under development, to facilitate further research in this space, we're releasing code and a setup guide. Check out our GitHub link above! 3/4

Chat with us at EuroMLSys later this month, and stay tuned for (longer) follow-up work in this direction! 4/4

Two papers from NetSys / I-X at EuroMLSys today: Sandra Siby presenting "Towards Attestable and private ML with CCA” arxiv.org/abs/2404.00190 Josh Millar presenting "Towards Low-Energy Adaptive Personalization for Resource-Constrained Devices" arxiv.org/abs/2403.15905

I'm looking for a postdoc to join my group at NYU Abu Dhabi in sunny Abu Dhabi this fall! ☀️🏖️💻Apply here: apply.interfolio.com/145111 Three good reasons to apply: 1/2

How do you know if an ML model was trained privately? Confidential-DPproof, our spotlight #ICLR2024 paper, allows institutions to directly prove to you through the execution of a Zero Knowledge Proof protocol that they train ML models in a privacy-preserving manner. 1/n

Paper: openreview.net/pdf?id=PQY2v6V…… Authors: Ali Shahin Shamsabadi Gefei Tan Tudor Cebere @aurelien_bellet* Hamed* Nicolas Papernot* Xiao Wang* Adrian Weller* #ICLR2024 ICLR 2026

𝘐 𝘢𝘮 𝘵𝘳𝘶𝘭𝘺 𝘩𝘰𝘯𝘰𝘶𝘳𝘦𝘥 𝘵𝘰 𝘫𝘰𝘪𝘯 𝘵𝘩𝘦 𝘌𝘹𝘦𝘤𝘶𝘵𝘪𝘷𝘦 𝘚𝘵𝘦𝘦𝘳𝘪𝘯𝘨 𝘉𝘰𝘢𝘳𝘥 𝘰𝘧 𝘵𝘩𝘦 𝘐𝘰𝘛𝘚𝘍 😎👩‍💻🦋 UCL EEE Communications & Connected Systems at UCL Institute for Security Science & Technology (ISST) PETRAS National Centre of Excellence iotsecurityfoundation.org/anna-maria-man…

Looking forward to attending the Confidential Computing Summit Confidential Computing Summit this week! Presenting a poster about our ongoing research in trusted and private on-device learning. More details: comet-cc.github.io If you're around and want to know more, come say hi!

“Mitigating Hallucinations in Large Language Models via Self-Refinement-Enhanced Knowledge Retrieval”, new work from Mengjia Niu to appear at GenAI workshop at SIGIR 2025 arxiv.org/abs/2405.06545

We are delighted to announce that Imperial College London has been ranked 2nd in the world and 1st in the UK and Europe in this year’s QS QS World University Rankings Congratulations to #OurImperial community on this brilliant result! #Computing #Stem #university

Some of our research being presented today at the #IXOpenDay

JPMorganChase Eleonora Giunchiglia Edward Johns Hamed Haddadi Prof. Hamed Haddadi (Hamed Haddadi) is showcasing the Internet of Things (#IoT) lab. 🌐

Great presentation by Josh Millar about his ongoing work on energy-efficient ML at #Coseners24

Apply for the I-X WAI Early Career Grant! 🌟 The grant supports women and non-binary individuals engaged in #AI or wanting to enter the field. If you are a Master’s or PhD student or a Postdoc at Imperial College London, apply now! 🤖 🗓️ Deadline: 31 August 🔗 ix.imperial.ac.uk/i-x-wai-will-p…

📢 Our new paper "Low-Energy On-Device Personalization for MCUs," will be presented at ACM/IEEE SEC'24 (Edge Computing) I worked on this research with Ranya J.Aloufi | رانيا, Xavier Cadet, Yuchen Zhao, @PBarnaghi, Hamed 📰Paper: arxiv.org/abs/2403.08040 💻Code : github.com/yushan-huang/M…

Congratulations to Yushan Huang for having won the Best Paper Award at ACM SenSys HumanSys2024. work from his internship at Bell Labs

Event News! Prof. Hamed Haddadi (Imperial Computing & I-X) is organising the Multi-Service Networks workshop, focusing on the latest trends in networks and systems. 🌐 🗓 8 January 🕐 1-5 pm 📍 Huxley Building (Imperial College London) eventbrite.co.uk/e/london-netwo… Hamed Imperial NetSys

Following Prof. Hamed Haddadi’s (Imperial Computing & I-X) fantastic Inaugural Lecture last week, we are excited to share our latest Research Spotlight delving into his research on IoT, Privacy & Security, and Human-Centred Systems. Hamed Imperial NetSys ix.imperial.ac.uk/news/privacy-a…