RSS Feed for gicLAB research group @ UoG CS https://giclab.dcs.gla.ac.uk/ Over the past few years, we have been actively developing and improving the SECDA-TFLite toolkit, and we are now pleased to announce the public release of SECDA-TFLite v2! The new release of SECDA-TFLite v2 includes many new features and additional tooling that allow for easier and faster design and evaluation... Mon, 11 Aug 2025 00:00:00 +0100 https://giclab.dcs.gla.ac.uk/2025-08-11-secda-tflite-v2-release/ https://giclab.dcs.gla.ac.uk/2025-08-11-secda-tflite-v2-release/ gicLAB end of academic year celebration! 🙂 Congratulations to Jude Haris and Nick Louloudakis for completing their PhDs as well as Lara D’Agata and Marisuz Szczepaniak for completing their Masters Degrees! Wed, 21 May 2025 00:00:00 +0100 https://giclab.dcs.gla.ac.uk/2025-05-21-giclab-dinner/ https://giclab.dcs.gla.ac.uk/2025-05-21-giclab-dinner/ Two papers accepted at EuroMLSys 2025 😃 1) “Exploiting Unstructured Sparsity in Fully Homomorphic Encrypted DNNs”, a collaboration with AMD. 2) “Decoupling Structural and Quantitative Knowledge in ReLU-based Deep Neural Networks”, a collaboration with Qsimov, Universitat Jaume I and Universitat Politècnica de València. Tue, 25 Feb 2025 00:00:00 +0000 https://giclab.dcs.gla.ac.uk/2025-02-25-euromlsys-papers/ https://giclab.dcs.gla.ac.uk/2025-02-25-euromlsys-papers/ Big congrats to Jude Haris for passing his PhD examination with minor corrections today! 🙂 And many thanks to the examiners Mikel Lujan and Syed Waqar Nabi, and the convener Julie Williamson! Thu, 30 Jan 2025 00:00:00 +0000 https://giclab.dcs.gla.ac.uk/2025-01-30-jude_viva/ https://giclab.dcs.gla.ac.uk/2025-01-30-jude_viva/ On November 14, members of gicLAB attended the CENSIS 2024 Tech Summit, held in the Glasgow Royal Concert Hall. As well as listening to several informative presentations from industry leaders such as CENSIS CEO Paul Winstanley and WIRED Magazine’s Jeremy White, the group also engaged with a number of exhibitors... Thu, 14 Nov 2024 00:00:00 +0000 https://giclab.dcs.gla.ac.uk/2024-11-14-censis/ https://giclab.dcs.gla.ac.uk/2024-11-14-censis/ Our paper “AXI4MLIR: User-Driven Automatic Host Code Generation for Custom AXI-Based Accelerators” has been accepted at IEEE/ACM International Symposium on Code Generation and Optimization (CGO) 2024. This work is a collaboration with our colleagues at Northeastern University, PNNL and University of Murcia. Tue, 28 Nov 2023 00:00:00 +0000 https://giclab.dcs.gla.ac.uk/2023-11-28-cgo_2023/ https://giclab.dcs.gla.ac.uk/2023-11-28-cgo_2023/ Very excited and proud that gicLAB is part of the new European Network of Excellence “dAIEDGE” for distributed, trustworthy, efficient and scalable AI at the Edge! We will be leading aspects of the software component related to compilers and integration with novel hardware. The kick-off meeting held in DFKI in... Mon, 11 Sep 2023 00:00:00 +0100 https://giclab.dcs.gla.ac.uk/2023-09-11-daiedge_kickoff/ https://giclab.dcs.gla.ac.uk/2023-09-11-daiedge_kickoff/ Our paper “Improving Robustness Against Adversarial Attacks with Deeply Quantized Neural Networks” has been accepted at International Joint Conference on Neural Networks (IJCNN) 2023. This work is a collaboration with our colleagues at STMicroelectronics and the first publication of our PETRAS project MAISE (Multimodal AI based Security at the Edge).... Thu, 27 Apr 2023 00:00:00 +0100 https://giclab.dcs.gla.ac.uk/2023-04-27-ijcnn_2023/ https://giclab.dcs.gla.ac.uk/2023-04-27-ijcnn_2023/ Our student Perry Gibson gave a short invited talk on Transfer-Tuning at the Accelerated Machine Learning (AccML) workshop, in HiPEAC 2023, Tolousse, France. Sat, 21 Jan 2023 00:00:00 +0000 https://giclab.dcs.gla.ac.uk/2023-01-21-accml_tt/ https://giclab.dcs.gla.ac.uk/2023-01-21-accml_tt/ Nick Louloudakis (based at the University of Edinburgh) published a paper at the NeurIPS ML Safety Workshop 2022, called “Assessing Robustness of Image Recognition Models to Changes in the Computational Environment”. Sat, 10 Dec 2022 00:00:00 +0000 https://giclab.dcs.gla.ac.uk/2022-12-10-ml_saftey/ https://giclab.dcs.gla.ac.uk/2022-12-10-ml_saftey/ Our paper “SECDA-TFLite: A Toolkit for Efficient Development of FPGA-based DNN Accelerators for Edge Inference” has been accepted at Elsevier Journal of Parallel and Distributed Computing (JPDC). In addition, our code is available as an open-source toolkit for the community. Fri, 11 Nov 2022 00:00:00 +0000 https://giclab.dcs.gla.ac.uk/2022-11-11-secda_tflite/ https://giclab.dcs.gla.ac.uk/2022-11-11-secda_tflite/ Our paper Transfer-Tuning was published at PACT 2022, along with an artifact review. The preprint is available on arXiv. See paper details in our publication list. Wed, 12 Oct 2022 00:00:00 +0100 https://giclab.dcs.gla.ac.uk/2022-10-12-transfer-tuning/ https://giclab.dcs.gla.ac.uk/2022-10-12-transfer-tuning/ Congratulations to first author Axel Stjerngren - See paper details in our publication list. Sun, 22 May 2022 00:00:00 +0100 https://giclab.dcs.gla.ac.uk/2022-05-22-bifrost_published/ https://giclab.dcs.gla.ac.uk/2022-05-22-bifrost_published/ gicLAB is undertaking a 2 month project for an AI in industry challenge The Glasgow Intelligent Computing Lab (gicLAB) is undertaking the AIMDDE (AI-based Manufacturing Defect Detection at the Edge) research challenge (initially for two months but potentially extended to five), as part of the BonsAPPs EU’s Horizon 2020 project... Tue, 25 Jan 2022 00:00:00 +0000 https://giclab.dcs.gla.ac.uk/2022-01-25-aimdde_announce/ https://giclab.dcs.gla.ac.uk/2022-01-25-aimdde_announce/ Congratulations to first author Jude Haris - Publication: SECDA: Efficient Hardware/Software Co-Design of FPGA-based DNN Accelerators for Edge Inference @ SBAC-PAD 2021. [IEEE paper] [arXiv] [Blogpost] Thu, 28 Oct 2021 00:00:00 +0100 https://giclab.dcs.gla.ac.uk/2021-10-28-secda_published/ https://giclab.dcs.gla.ac.uk/2021-10-28-secda_published/