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Shihao Song
Shihao Song
Senior Lead GPU Architect at NVIDIA | Affiliate Professor at Drexel University
Verifierad e-postadress på nvidia.com
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Compiling spiking neural networks to neuromorphic hardware
S Song, A Balaji, A Das, N Kandasamy, J Shackleford
The 21st ACM SIGPLAN/SIGBED Conference on Languages, Compilers, and Tools …, 2020
562020
Endurance-aware mapping of spiking neural networks to neuromorphic hardware
T Titirsha, S Song, A Das, J Krichmar, N Dutt, N Kandasamy, F Catthoor
IEEE Transactions on Parallel and Distributed Systems 33 (2), 288-301, 2021
512021
Improving phase change memory performance with data content aware access
S Song, A Das, O Mutlu, N Kandasamy
Proceedings of the 2020 ACM SIGPLAN International Symposium on Memory …, 2020
502020
Enabling resource-aware mapping of spiking neural networks via spatial decomposition
A Balaji, S Song, A Das, J Krichmar, N Dutt, J Shackleford, N Kandasamy, ...
IEEE Embedded Systems Letters 13 (3), 142-145, 2020
372020
DFSynthesizer: Dataflow-based synthesis of spiking neural networks to neuromorphic hardware
S Song, H Chong, A Balaji, A Das, J Shackleford, N Kandasamy
ACM Transactions on Embedded Computing Systems (TECS) 21 (3), 1-35, 2022
362022
A case for lifetime reliability-aware neuromorphic computing
S Song, A Das
arXiv preprint arXiv:2007.02210, 2020
362020
NeuroXplorer 1.0: An extensible framework for architectural exploration with spiking neural networks
A Balaji, S Song, T Titirsha, A Das, J Krichmar, N Dutt, J Shackleford, ...
International Conference on Neuromorphic Systems 2021, 1-9, 2021
342021
A framework to explore workload-specific performance and lifetime trade-offs in neuromorphic computing
A Balaji, S Song, A Das, N Dutt, J Krichmar, N Kandasamy, F Catthoor
IEEE Computer Architecture Letters 18 (2), 149-152, 2019
342019
Enabling and exploiting partition-level parallelism (PALP) in phase change memories
S Song, A Das, O Mutlu, N Kandasamy
ACM Transactions on Embedded Computing Systems (TECS) 18 (5s), 1-25, 2019
342019
Improving dependability of neuromorphic computing with non-volatile memory
S Song, A Das, N Kandasamy
2020 16th European Dependable Computing Conference (EDCC), 17-24, 2020
332020
On the role of system software in energy management of neuromorphic computing
T Titirsha, S Song, A Balaji, A Das
Proceedings of the 18th ACM International Conference on Computing Frontiers …, 2021
322021
A design flow for mapping spiking neural networks to many-core neuromorphic hardware
S Song, ML Varshika, A Das, N Kandasamy
2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD), 1-9, 2021
312021
Aging-aware request scheduling for non-volatile main memory
S Song, A Das, O Mutlu, N Kandasamy
Proceedings of the 26th Asia and South Pacific Design Automation Conference …, 2021
302021
Dynamic reliability management in neuromorphic computing
S Song, J Hanamshet, A Balaji, A Das, JL Krichmar, ND Dutt, ...
ACM Journal on Emerging Technologies in Computing Systems (JETC) 17 (4), 1-27, 2021
252021
Exploiting inter-and intra-memory asymmetries for data mapping in hybrid tiered-memories
S Song, A Das, N Kandasamy
Proceedings of the 2020 ACM SIGPLAN International Symposium on Memory …, 2020
252020
Automated generation of integrated digital and spiking neuromorphic machine learning accelerators
S Curzel, NB Agostini, S Song, I Dagli, A Limaye, C Tan, M Minutoli, ...
2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD), 1-7, 2021
212021
Special session: Reliability analysis for ML/AI hardware
S Kundu, K Basu, M Sadi, T Titirsha, S Song, A Das, U Guin
arXiv preprint arXiv:2103.12166, 2021
212021
Improving inference lifetime of neuromorphic systems via intelligent synapse mapping
S Song, T Titirsha, A Das
2021 IEEE 32nd International Conference on Application-specific Systems …, 2021
182021
Design methodologies for reliable and energy-efficient PCM systems
S Song, A Das
2020 11th International Green and Sustainable Computing Workshops (IGSC), 1-3, 2020
172020
Special session: Reliability analysis for AI/ML hardware
S Kundu, K Basu, M Sadi, T Titirsha, S Song, A Das, U Guin
2021 IEEE 39th VLSI Test Symposium (VTS), 1-10, 2021
152021
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