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Dylan Malone Stuart
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Bit-tactical: A software/hardware approach to exploiting value and bit sparsity in neural networks
A Delmas Lascorz, P Judd, DM Stuart, Z Poulos, M Mahmoud, S Sharify, ...
Proceedings of the Twenty-Fourth International Conference on Architectural …, 2019
159*2019
Laconic deep learning inference acceleration
S Sharify, AD Lascorz, M Mahmoud, M Nikolic, K Siu, DM Stuart, Z Poulos, ...
Proceedings of the 46th International Symposium on Computer Architecture …, 2019
1172019
Memory requirements for convolutional neural network hardware accelerators
K Siu, DM Stuart, M Mahmoud, A Moshovos
2018 IEEE International Symposium on Workload Characterization (IISWC), 111-121, 2018
912018
Shapeshifter: Enabling fine-grain data width adaptation in deep learning
AD Lascorz, S Sharify, I Edo, DM Stuart, OM Awad, P Judd, M Mahmoud, ...
Proceedings of the 52nd Annual IEEE/ACM International Symposium on …, 2019
452019
Neural network accelerator
A Moshovos, AD Lascorz, Z Poulos, DM Stuart, P Judd, S Sharify, ...
US Patent App. 16/968,678, 2021
162021
Quantization error as a metric for dynamic precision scaling in neural net training
I Taras, DM Stuart
arXiv preprint arXiv:1801.08621, 2018
11*2018
Gpu-accelerated parameter selection for neural connectivity analysis devices
G O'Leary, I Taras, DM Stuart, J Koerner, DM Groppe, TA Valiante, ...
2018 IEEE Biomedical Circuits and Systems Conference (BioCAS), 1-4, 2018
32018
Accelerating Image-Sensor-Based Deep Learning Applications
M Mahmoud, DM Stuart, Z Poulos, AD Lascorz, P Judd, S Sharify, ...
IEEE Micro 39 (5), 26-35, 2019
12019
Identifying and Exploiting Ineffectual Computations to Enable Hardware Acceleration of Deep Learning
A Moshovos, J Albericio, P Judd, A Delmas, S Sharify, M Mahmoud, ...
2018 16th IEEE International New Circuits and Systems Conference (NEWCAS …, 2018
12018
AMD XDNA™ NPU in Ryzen™ AI Processors
A Rico, S Pareek, J Cabezas, D Clarke, B Ozgul, F Barat, Y Fu, S Munz, ...
IEEE Micro, 1-10, 2024
2024
Weight sparsity in data processing engines
FB Quesada, B Ozgul, D Stuart, S Munz, Z Dickman, JC RODRIGUEZ, ...
US Patent App. 17/867,630, 2023
2023
Multiple overlays for use with a data processing array
B Ozgul, D Clarke, P McColgan, S Munz, D Stuart, PMP Duarte, JJN Serra
US Patent App. 17/819,879, 2023
2023
Adaptive matrix multipliers
S Munz, FB Quesada, B Ozgul, JC RODRIGUEZ, Z Dickman, PMP Duarte, ...
US Patent App. 17/867,625, 2023
2023
An Efficient Hardware Architecture for Exploiting Sparsity in Neural Networks
DM Stuart
University of Toronto, 2019
2019
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