Glasgow Intelligent Computing Lab (gicLAB)
@giclab.bsky.social
Cutting-edge research at the intersection of #ComputingSystems and #MachineLearning | Led by @jocare.bsky.social | @uofgcompsci.bsky.social | @uofglasgow.bsky.social
https://giclab.dcs.gla.ac.uk/
https://giclab.dcs.gla.ac.uk/
Reposted by Glasgow Intelligent Computing Lab (gicLAB)
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! 🙂
2025.fpl.org
@giclab.bsky.social, @uofgcompsci.bsky.social, daiedge.eu
2025.fpl.org
@giclab.bsky.social, @uofgcompsci.bsky.social, daiedge.eu
FPL 2025
2025.fpl.org
May 27, 2025 at 8:42 PM
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! 🙂
2025.fpl.org
@giclab.bsky.social, @uofgcompsci.bsky.social, daiedge.eu
2025.fpl.org
@giclab.bsky.social, @uofgcompsci.bsky.social, daiedge.eu
Reposted by Glasgow Intelligent Computing Lab (gicLAB)
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 🙂
@giclab.bsky.social, @uofgcompsci.bsky.social
@giclab.bsky.social, @uofgcompsci.bsky.social
https://giclab.bsky.social
May 21, 2025 at 7:27 AM
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 🙂
@giclab.bsky.social, @uofgcompsci.bsky.social
@giclab.bsky.social, @uofgcompsci.bsky.social
Reposted by Glasgow Intelligent Computing Lab (gicLAB)
📢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
⏳Deadline: 25 May, 2025 (hard deadline)
👉 heteropar2025.dcs.gla.ac.uk
HeteroPar'2025
23rd International Workshop on Algorithms, Models and Tools for Parallel Computing on Heterogeneous Platforms
heteropar2025.dcs.gla.ac.uk
May 19, 2025 at 7:40 PM
📢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
⏳Deadline: 25 May, 2025 (hard deadline)
👉 heteropar2025.dcs.gla.ac.uk
Reposted by Glasgow Intelligent Computing Lab (gicLAB)
Happy to share that our paper '𝐅-𝐁𝐅𝐐: 𝐅𝐥𝐞𝐱𝐢𝐛𝐥𝐞 𝐁𝐥𝐨𝐜𝐤-𝐅𝐥𝐨𝐚𝐭𝐢𝐧𝐠 𝐏𝐨𝐢𝐧𝐭 𝐐𝐮𝐚𝐧𝐭𝐢𝐳𝐚𝐭𝐢𝐨𝐧 𝐀𝐜𝐜𝐞𝐥𝐞𝐫𝐚𝐭𝐨𝐫 𝐟𝐨𝐫 𝐋𝐋𝐌𝐬' has been accepted at the ARC-LG workshop @ #ISCA2025! Kudos to Jude Haris 🙂
May 19, 2025 at 2:41 PM
Happy to share that our paper '𝐅-𝐁𝐅𝐐: 𝐅𝐥𝐞𝐱𝐢𝐛𝐥𝐞 𝐁𝐥𝐨𝐜𝐤-𝐅𝐥𝐨𝐚𝐭𝐢𝐧𝐠 𝐏𝐨𝐢𝐧𝐭 𝐐𝐮𝐚𝐧𝐭𝐢𝐳𝐚𝐭𝐢𝐨𝐧 𝐀𝐜𝐜𝐞𝐥𝐞𝐫𝐚𝐭𝐨𝐫 𝐟𝐨𝐫 𝐋𝐋𝐌𝐬' has been accepted at the ARC-LG workshop @ #ISCA2025! Kudos to Jude Haris 🙂
Reposted by Glasgow Intelligent Computing Lab (gicLAB)
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
ICE-Pruning: An Iterative Cost-Efficient Pruning Pipeline for Deep Neural Networks
Pruning is a widely used method for compressing Deep Neural Networks (DNNs), where less relevant parameters are removed from a DNN model to reduce its size. However, removing parameters reduces model ...
arxiv.org
May 13, 2025 at 8:58 AM
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
Reposted by Glasgow Intelligent Computing Lab (gicLAB)
📢 Call for papers: 23rd HeteroPar Workshop at #EuroPar2025
⏳Deadline extended: 19 May, 2025 (AoE)
👉 heteropar2025.dcs.gla.ac.uk
@rosambadia.bsky.social, Anne Benoit, Alexey Lastovetsky, Leonel Sousa, Denis Trystram, Roman Wyrzykowski
⏳Deadline extended: 19 May, 2025 (AoE)
👉 heteropar2025.dcs.gla.ac.uk
@rosambadia.bsky.social, Anne Benoit, Alexey Lastovetsky, Leonel Sousa, Denis Trystram, Roman Wyrzykowski
HeteroPar'2025
23rd International Workshop on Algorithms, Models and Tools for Parallel Computing on Heterogeneous Platforms
heteropar2025.dcs.gla.ac.uk
May 1, 2025 at 7:25 PM
📢 Call for papers: 23rd HeteroPar Workshop at #EuroPar2025
⏳Deadline extended: 19 May, 2025 (AoE)
👉 heteropar2025.dcs.gla.ac.uk
@rosambadia.bsky.social, Anne Benoit, Alexey Lastovetsky, Leonel Sousa, Denis Trystram, Roman Wyrzykowski
⏳Deadline extended: 19 May, 2025 (AoE)
👉 heteropar2025.dcs.gla.ac.uk
@rosambadia.bsky.social, Anne Benoit, Alexey Lastovetsky, Leonel Sousa, Denis Trystram, Roman Wyrzykowski
Reposted by Glasgow Intelligent Computing Lab (gicLAB)
Our 2 posters at the EuroMLSys workshop at EuroSys 2025! 🙂
1) "𝐄𝐱𝐩𝐥𝐨𝐢𝐭𝐢𝐧𝐠 𝐔𝐧𝐬𝐭𝐫𝐮𝐜𝐭𝐮𝐫𝐞𝐝 𝐒𝐩𝐚𝐫𝐬𝐢𝐭𝐲 𝐢𝐧 𝐅𝐮𝐥𝐥𝐲 𝐇𝐨𝐦𝐨𝐦𝐨𝐫𝐩𝐡𝐢𝐜 𝐄𝐧𝐜𝐫𝐲𝐩𝐭𝐞𝐝 𝐃𝐍𝐍𝐬"
2) "𝐃𝐞𝐜𝐨𝐮𝐩𝐥𝐢𝐧𝐠 𝐒𝐭𝐫𝐮𝐜𝐭𝐮𝐫𝐚𝐥 𝐚𝐧𝐝 𝐐𝐮𝐚𝐧𝐭𝐢𝐭𝐚𝐭𝐢𝐯𝐞 𝐊𝐧𝐨𝐰𝐥𝐞𝐝𝐠𝐞 𝐢𝐧 𝐑𝐞𝐋𝐔-𝐛𝐚𝐬𝐞𝐝 𝐃𝐞𝐞𝐩
1) "𝐄𝐱𝐩𝐥𝐨𝐢𝐭𝐢𝐧𝐠 𝐔𝐧𝐬𝐭𝐫𝐮𝐜𝐭𝐮𝐫𝐞𝐝 𝐒𝐩𝐚𝐫𝐬𝐢𝐭𝐲 𝐢𝐧 𝐅𝐮𝐥𝐥𝐲 𝐇𝐨𝐦𝐨𝐦𝐨𝐫𝐩𝐡𝐢𝐜 𝐄𝐧𝐜𝐫𝐲𝐩𝐭𝐞𝐝 𝐃𝐍𝐍𝐬"
2) "𝐃𝐞𝐜𝐨𝐮𝐩𝐥𝐢𝐧𝐠 𝐒𝐭𝐫𝐮𝐜𝐭𝐮𝐫𝐚𝐥 𝐚𝐧𝐝 𝐐𝐮𝐚𝐧𝐭𝐢𝐭𝐚𝐭𝐢𝐯𝐞 𝐊𝐧𝐨𝐰𝐥𝐞𝐝𝐠𝐞 𝐢𝐧 𝐑𝐞𝐋𝐔-𝐛𝐚𝐬𝐞𝐝 𝐃𝐞𝐞𝐩
March 31, 2025 at 10:39 AM
Our 2 posters at the EuroMLSys workshop at EuroSys 2025! 🙂
1) "𝐄𝐱𝐩𝐥𝐨𝐢𝐭𝐢𝐧𝐠 𝐔𝐧𝐬𝐭𝐫𝐮𝐜𝐭𝐮𝐫𝐞𝐝 𝐒𝐩𝐚𝐫𝐬𝐢𝐭𝐲 𝐢𝐧 𝐅𝐮𝐥𝐥𝐲 𝐇𝐨𝐦𝐨𝐦𝐨𝐫𝐩𝐡𝐢𝐜 𝐄𝐧𝐜𝐫𝐲𝐩𝐭𝐞𝐝 𝐃𝐍𝐍𝐬"
2) "𝐃𝐞𝐜𝐨𝐮𝐩𝐥𝐢𝐧𝐠 𝐒𝐭𝐫𝐮𝐜𝐭𝐮𝐫𝐚𝐥 𝐚𝐧𝐝 𝐐𝐮𝐚𝐧𝐭𝐢𝐭𝐚𝐭𝐢𝐯𝐞 𝐊𝐧𝐨𝐰𝐥𝐞𝐝𝐠𝐞 𝐢𝐧 𝐑𝐞𝐋𝐔-𝐛𝐚𝐬𝐞𝐝 𝐃𝐞𝐞𝐩
1) "𝐄𝐱𝐩𝐥𝐨𝐢𝐭𝐢𝐧𝐠 𝐔𝐧𝐬𝐭𝐫𝐮𝐜𝐭𝐮𝐫𝐞𝐝 𝐒𝐩𝐚𝐫𝐬𝐢𝐭𝐲 𝐢𝐧 𝐅𝐮𝐥𝐥𝐲 𝐇𝐨𝐦𝐨𝐦𝐨𝐫𝐩𝐡𝐢𝐜 𝐄𝐧𝐜𝐫𝐲𝐩𝐭𝐞𝐝 𝐃𝐍𝐍𝐬"
2) "𝐃𝐞𝐜𝐨𝐮𝐩𝐥𝐢𝐧𝐠 𝐒𝐭𝐫𝐮𝐜𝐭𝐮𝐫𝐚𝐥 𝐚𝐧𝐝 𝐐𝐮𝐚𝐧𝐭𝐢𝐭𝐚𝐭𝐢𝐯𝐞 𝐊𝐧𝐨𝐰𝐥𝐞𝐝𝐠𝐞 𝐢𝐧 𝐑𝐞𝐋𝐔-𝐛𝐚𝐬𝐞𝐝 𝐃𝐞𝐞𝐩
Reposted by Glasgow Intelligent Computing Lab (gicLAB)
Kick-off of MLBench workshop at ASPLOS 2025! 🙂
March 30, 2025 at 9:13 AM
Kick-off of MLBench workshop at ASPLOS 2025! 🙂
Reposted by Glasgow Intelligent Computing Lab (gicLAB)
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
Exploiting Unstructured Sparsity in Fully Homomorphic Encrypted DNNs
The deployment of deep neural networks (DNNs) in privacy-sensitive environments is constrained by computational overheads in fully homomorphic encryption (FHE). This paper explores unstructured sparsi...
arxiv.org
March 13, 2025 at 8:51 AM
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
Reposted by Glasgow Intelligent Computing Lab (gicLAB)
We have 2 papers accepted at EuroMLSys 2025! 😃
1) "Exploiting Unstructured Sparsity in Fully Homomorphic Encrypted DNNs".
2) "Decoupling Structural and Quantitative Knowledge in ReLU-based Deep Neural Networks".
euromlsys.eu
1) "Exploiting Unstructured Sparsity in Fully Homomorphic Encrypted DNNs".
2) "Decoupling Structural and Quantitative Knowledge in ReLU-based Deep Neural Networks".
euromlsys.eu
The 5th Workshop on Machine Learning and Systems (EuroMLSys)
The 5th Workshop on Machine Learning and Systems (EuroMLSys)
euromlsys.eu
February 25, 2025 at 10:20 PM
We have 2 papers accepted at EuroMLSys 2025! 😃
1) "Exploiting Unstructured Sparsity in Fully Homomorphic Encrypted DNNs".
2) "Decoupling Structural and Quantitative Knowledge in ReLU-based Deep Neural Networks".
euromlsys.eu
1) "Exploiting Unstructured Sparsity in Fully Homomorphic Encrypted DNNs".
2) "Decoupling Structural and Quantitative Knowledge in ReLU-based Deep Neural Networks".
euromlsys.eu
Reposted by Glasgow Intelligent Computing Lab (gicLAB)
Big congrats to my PhD student Jude Haris for passing his PhD examination with minor corrections today! 🥳🥳🥳
January 30, 2025 at 5:47 PM
Big congrats to my PhD student Jude Haris for passing his PhD examination with minor corrections today! 🥳🥳🥳
Reposted by Glasgow Intelligent Computing Lab (gicLAB)
📣 Call for participation: 7th AccML Workshop at #HiPEAC25 in Barcelona, Spain (Tuesday, 21 January)
🔥 Extremely hot topics in #ComputerSystems and #MachineLearning
📜 Program: 4 invited speakers and 6 regular papers
👉 lnkd.in/eUZsJTeH
🔥 Extremely hot topics in #ComputerSystems and #MachineLearning
📜 Program: 4 invited speakers and 6 regular papers
👉 lnkd.in/eUZsJTeH
January 16, 2025 at 4:52 PM
📣 Call for participation: 7th AccML Workshop at #HiPEAC25 in Barcelona, Spain (Tuesday, 21 January)
🔥 Extremely hot topics in #ComputerSystems and #MachineLearning
📜 Program: 4 invited speakers and 6 regular papers
👉 lnkd.in/eUZsJTeH
🔥 Extremely hot topics in #ComputerSystems and #MachineLearning
📜 Program: 4 invited speakers and 6 regular papers
👉 lnkd.in/eUZsJTeH
gicLAB now on Bluesky! 🙂
November 17, 2024 at 11:44 AM
gicLAB now on Bluesky! 🙂