Dylan Malone Stuart

According to our database, Dylan Malone Stuart authored at least 9 papers between 2018 and 2019.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2019

Accelerating Image-Sensor-Based Deep Learning Applications.

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

IEEE Micro, 2019

ShapeShifter: Enabling Fine-Grain Data Width Adaptation in Deep Learning.

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

Proceedings of the 52nd Annual IEEE/ACM International Symposium on Microarchitecture, 2019

Laconic deep learning inference acceleration.

Sayeh Sharify, Alberto Delmas Lascorz, Mostafa Mahmoud, Milos Nikolic, Kevin Siu, Dylan Malone Stuart, Zissis Poulos, Andreas Moshovos

Proceedings of the 46th International Symposium on Computer Architecture, 2019

Bit-Tactical: A Software/Hardware Approach to Exploiting Value and Bit Sparsity in Neural Networks.

Alberto Delmas Lascorz, Patrick Judd, Dylan Malone Stuart, Zissis Poulos, Mostafa Mahmoud, Sayeh Sharify, Milos Nikolic, Kevin Siu, Andreas Moshovos

Proceedings of the Twenty-Fourth International Conference on Architectural Support for Programming Languages and Operating Systems, 2019

2018

Bit-Tactical: Exploiting Ineffectual Computations in Convolutional Neural Networks: Which, Why, and How.

Alberto Delmas, Patrick Judd, Dylan Malone Stuart, Zissis Poulos, Mostafa Mahmoud, Sayeh Sharify, Milos Nikolic, Andreas Moshovos

CoRR, 2018

Investigating the Effects of Dynamic Precision Scaling on Neural Network Training.

Dylan Malone Stuart, Ian Taras

CoRR, 2018

Identifying and Exploiting Ineffectual Computations to Enable Hardware Acceleration of Deep Learning.

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

Proceedings of the 16th IEEE International New Circuits and Systems Conference, 2018

Memory Requirements for Convolutional Neural Network Hardware Accelerators.

Kevin Siu, Dylan Malone Stuart, Mostafa Mahmoud, Andreas Moshovos

Proceedings of the 2018 IEEE International Symposium on Workload Characterization, 2018

GPU - Accelerated Parameter Selection for Neural Connectivity Analysis Devices.

Gerard O'Leary, Ian Taras, Dylan Malone Stuart, Jamie Koerner, David M. Groppe, Taufik A. Valiante, Roman Genov

Proceedings of the 2018 IEEE Biomedical Circuits and Systems Conference, 2018