Kevin Siu

Publication Activity (10 Years)

Years Active: 2002-2019
Publications (10 Years): 8

Top Topics

Hardware Designs

Protection Schemes

Memory Requirements

Top Venues

Publications

Sayeh Sharify, Alberto Delmas Lascorz, Mostafa Mahmoud, Milos Nikolic, Kevin Siu, Dylan Malone Stuart, Zissis Poulos, Andreas Moshovos
Laconic deep learning inference acceleration. ISCA (2019)
Alberto Delmas Lascorz, Patrick Judd, Dylan Malone Stuart, Zissis Poulos, Mostafa Mahmoud, Sayeh Sharify, Milos Nikolic, Kevin Siu, Andreas Moshovos
Bit-Tactical: A Software/Hardware Approach to Exploiting Value and Bit Sparsity in Neural Networks. ASPLOS (2019)
Mostafa Mahmoud, Dylan Malone Stuart, Zissis Poulos, Alberto Delmas Lascorz, Patrick Judd, Sayeh Sharify, Milos Nikolic, Kevin Siu, Isak Edo Vivancos, Jorge Albericio, Andreas Moshovos
Accelerating Image-Sensor-Based Deep Learning Applications. IEEE Micro 39 (5) (2019)
Alberto Delmas Lascorz, Sayeh Sharify, Isak Edo Vivancos, Dylan Malone Stuart, Omar Mohamed Awad, Patrick Judd, Mostafa Mahmoud, Milos Nikolic, Kevin Siu, Zissis Poulos, Andreas Moshovos
ShapeShifter: Enabling Fine-Grain Data Width Adaptation in Deep Learning. MICRO (2019)
Mostafa Mahmoud, Kevin Siu, Andreas Moshovos
Diffy: a Déjà vu-Free Differential Deep Neural Network Accelerator. MICRO (2018)
Sayeh Sharify, Alberto Delmas Lascorz, Kevin Siu, Patrick Judd, Andreas Moshovos
Loom: exploiting weight and activation precisions to accelerate convolutional neural networks. DAC (2018)
Kevin Siu, Dylan Malone Stuart, Mostafa Mahmoud, Andreas Moshovos
Memory Requirements for Convolutional Neural Network Hardware Accelerators. IISWC (2018)
Andreas Moshovos, Jorge Albericio, Patrick Judd, Alberto Delmas, Sayeh Sharify, Mostafa Mahmoud, Tayler H. Hetherington, Milos Nikolic, Dylan Malone Stuart, Kevin Siu, Zissis Poulos, Tor M. Aamodt, Natalie D. Enright Jerger
Identifying and Exploiting Ineffectual Computations to Enable Hardware Acceleration of Deep Learning. NEWCAS (2018)
M. Stella Atkins, Kevin Siu, Benjamin Law, Jeffery J. Orchard, Wilfred L. Rosenbaum
Difficulties of T1 brain MRI segmentation techniques. Medical Imaging: Image Processing (2002)