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Milos Nikolic
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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
99*2019
Laconic deep learning inference acceleration
S Sharify, AD Lascorz, M Mahmoud, M Nikolic, K Siu, DM Stuart, Z Poulos, ...
2019 ACM/IEEE 46th Annual International Symposium on Computer Architecture …, 2019
722019
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
272019
Characterizing sources of ineffectual computations in deep learning networks
M Nikolić, M Mahmoud, A Moshovos, Y Zhao, R Mullins
2019 IEEE International Symposium on Performance Analysis of Systems and …, 2019
192019
Dpred: Making typical activation values matter in deep learning computing
A Delmas, S Sharify, P Judd, M Nikolic, A Moshovos
CoRR, vol. abs/1804.06732, 2018
19*2018
Bitpruning: Learning bitlengths for aggressive and accurate quantization
M Nikolić, GB Hacene, C Bannon, AD Lascorz, M Courbariaux, Y Bengio, ...
arXiv preprint arXiv:2002.03090, 2020
112020
Boveda: Building an on-chip deep learning memory hierarchy brick by brick
I Edo Vivancos, S Sharify, D Ly-Ma, A Abdelhadi, C Bannon, M Nikolic, ...
Proceedings of Machine Learning and Systems 3, 1-20, 2021
22021
Neural network accelerator
A Moshovos, AD Lascorz, Z Poulos, DM Stuart, P Judd, S Sharify, ...
US Patent App. 16/968,678, 2021
22021
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
Schrödinger's FP: Dynamic Adaptation of Floating-Point Containers for Deep Learning Training
M Nikolić, ET Sanchez, J Wang, AH Zadeh, M Mahmoud, A Abdelhadi, ...
arXiv preprint arXiv:2204.13666, 2022
2022
Building an on-chip deep learning memory hierarchy brick by brick: late breaking results
IE Vivancos, S Sharify, M Nikolic, C Bannon, M Mahmoud, AD Lascorz, ...
Proceedings of the 57th ACM/EDAC/IEEE Design Automation Conference, 1-2, 2020
2020
Late Breaking Results: Building an On-Chip Deep Learning Memory Hierarchy Brick by Brick
IE Vivancos, S Sharify, M Nikolic, C Bannon, M Mahmoud, AD Lascorz, ...
2020 57th ACM/IEEE Design Automation Conference (DAC), 1-2, 2020
2020
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