We have 2 papers accepted at EuroMLSys 2025 (EuroMLSys)!😃 1) "Exploiting Unstructured Sparsity in Fully Homomorphic Encrypted DNNs". 2) "Decoupling Structural and Quantitative Knowledge in ReLU-based Deep Neural Networks".

The preprint of our EuroMLSys 2025 paper '𝐄𝐱𝐩𝐥𝐨𝐢𝐭𝐢𝐧𝐠 𝐔𝐧𝐬𝐭𝐫𝐮𝐜𝐭𝐮𝐫𝐞𝐝 𝐒𝐩𝐚𝐫𝐬𝐢𝐭𝐲 𝐢𝐧 𝐅𝐮𝐥𝐥𝐲 𝐇𝐨𝐦𝐨𝐦𝐨𝐫𝐩𝐡𝐢𝐜 𝐄𝐧𝐜𝐫𝐲𝐩𝐭𝐞𝐝 𝐃𝐍𝐍𝐬'' is available, take a look! arxiv.org/abs/2503.09184

I gave an invited talk on "Accelerating AI at the Edge" at Durham University today, nice campus! 🙂

Kick-off of MLBench workshop at ASPLOS 2025! 🙂

Our 2 posters at the EuroMLSys workshop at EuroSys 2025! 🙂

📢 Call for papers: 23rd HeteroPar Workshop at #EuroPar2025 ⏳Deadline extended: 19 May, 2025 (AoE) 👉 heteropar2025.dcs.gla.ac.uk Rosa M. Badia, Anne Benoit, Alexey Lastovetsky, Leonel Sousa, Denis Trystram, Roman Wyrzykowski

I just registered for ISCA in Tokyo, so really looking forward to it! 🙂 #ISCA2025

The preprint of our IJCNN 2025 paper '𝐈𝐂𝐄-𝐏𝐫𝐮𝐧𝐢𝐧𝐠: 𝐀𝐧 𝐈𝐭𝐞𝐫𝐚𝐭𝐢𝐯𝐞 𝐂𝐨𝐬𝐭-𝐄𝐟𝐟𝐢𝐜𝐢𝐞𝐧𝐭 𝐏𝐫𝐮𝐧𝐢𝐧𝐠 𝐏𝐢𝐩𝐞𝐥𝐢𝐧𝐞 𝐟𝐨𝐫 𝐃𝐞𝐞𝐩 𝐍𝐞𝐮𝐫𝐚𝐥 𝐍𝐞𝐭𝐰𝐨𝐫𝐤𝐬'' is available, take a look! arxiv.org/abs/2505.07411 Wenhao, Paul Henderson

Happy to share that our paper '𝐅-𝐁𝐅𝐐: 𝐅𝐥𝐞𝐱𝐢𝐛𝐥𝐞 𝐁𝐥𝐨𝐜𝐤-𝐅𝐥𝐨𝐚𝐭𝐢𝐧𝐠 𝐏𝐨𝐢𝐧𝐭 𝐐𝐮𝐚𝐧𝐭𝐢𝐳𝐚𝐭𝐢𝐨𝐧 𝐀𝐜𝐜𝐞𝐥𝐞𝐫𝐚𝐭𝐨𝐫 𝐟𝐨𝐫 𝐋𝐋𝐌𝐬' has been accepted at the ARC LG workshop ISCA 2025! Kudos to Jude Haris🙂

📢Final extension: 23rd International Workshop on Algorithms, Models and Tools for Parallel Computing on Heterogeneous Platforms (𝐇𝐞𝐭𝐞𝐫𝐨𝐏𝐚𝐫) at #EuroPar2025 ⏳Deadline: 25 May, 2025 (hard deadline) 👉 heteropar2025.dcs.gla.ac.uk

Happy to share that our Abstract '𝐒𝐄𝐂𝐃𝐀 𝐃𝐞𝐬𝐢𝐠𝐧 𝐒𝐮𝐢𝐭𝐞: 𝐄𝐟𝐟𝐢𝐜𝐢𝐞𝐧𝐭 𝐇𝐚𝐫𝐝𝐰𝐚𝐫𝐞-𝐒𝐨𝐟𝐭𝐰𝐚𝐫𝐞 𝐂𝐨-𝐃𝐞𝐬𝐢𝐠𝐧 𝐨𝐟 𝐃𝐍𝐍 𝐀𝐜𝐜𝐞𝐥𝐞𝐫𝐚𝐭𝐨𝐫𝐬' has been accepted at the OSCAR workshop @ #ISCA2025! Kudos to Jude Haris🙂 UofG Computing Science, dAIEDGE

I'm delighted to share that our paper '𝐀𝐜𝐜𝐞𝐥𝐞𝐫𝐚𝐭𝐢𝐧𝐠 𝐓𝐫𝐚𝐧𝐬𝐩𝐨𝐬𝐞𝐝 𝐂𝐨𝐧𝐯𝐨𝐥𝐮𝐭𝐢𝐨𝐧𝐬 𝐨𝐧 𝐅𝐏𝐆𝐀-𝐛𝐚𝐬𝐞𝐝 𝐄𝐝𝐠𝐞 𝐃𝐞𝐯𝐢𝐜𝐞𝐬' has been accepted at FPL 2025! It has been a long journey for this work. Kudos to Jude Haris! 🙂

Ready to speak at the LG-ARC workshop at #ISCA2025! 🙂 llm-gnn.org

On my way to Euro-Par 2025 in Dresden, Germany! Tomorrow I'm organizing the HeteroPar workshop, and we have a great program! 🙂 heteropar2025.dcs.gla.ac.uk

On my way to the University of Essex for the IDEAL project meeting! 🙂 ideal-epsrc.github.io

📢 Call for papers 8th Workshop on Accelerated Machine Learning (AccML) at #HiPEAC26 ⏳Deadline: 21 November, 2025 👉 accml.dcs.gla.ac.uk

Check out our paper "F-BFQ: Flexible Block Floating-Point Quantization Accelerator for LLMs", presented at the LG-ARC Workshop at #ISCA2025! Kudos to Jude Haris for the great work! 🙂 arxiv.org/abs/2510.13401

⏳ DEADLINE EXTENDED (5 Dec 2025): 8th AccML Workshop at #HiPEAC26 📢 Confirmed invited speakers: Cristina Silvano, Heiko Joerg Schick, Nicholas Fraser and Jacques Pienaar 🗓️ 27 January | 📌 Kraków, Poland 👉 accml.dcs.gla.ac.uk

⏳ Last 7 days to submit your work (𝗗𝗲𝗮𝗱𝗹𝗶𝗻𝗲 𝟱 𝗗𝗲𝗰 𝟮𝟬𝟮𝟱) to the 8th AccML Workshop at #HiPEAC26! 📢 Invited speakers: Cristina Silvano, Heiko Joerg Schick, Nicholas Fraser and Jacques Pienaar 🗓️ 27 January | 📌 Kraków, Poland 👉 accml.dcs.gla.ac.uk

Happy to share that our paper "𝘿𝙚𝙛𝙚𝙖𝙩 𝙩𝙝𝙚 𝙃𝙚𝙖𝙥: 𝙕𝙚𝙧𝙤-𝘾𝙤𝙥𝙮 𝘿𝙖𝙩𝙖 𝙈𝙤𝙫𝙚𝙢𝙚𝙣𝙩 𝙞𝙣 𝘼𝙓𝙄4𝙈𝙇𝙄𝙍" has been accepted to the C4ML workshop at #CGO2026! 🙂 c4ml.org