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Nagarajan Kandasamy
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Publications
- 2023
- [c61]M. Lakshmi Varshika, Abhishek Kumar Mishra, Nagarajan Kandasamy, Anup Das:
Hardware-Software Co-Design for On-Chip Learning in AI Systems. ASP-DAC 2023: 624-631 - [c59]Abhishek Kumar Mishra, Anup Das, Nagarajan Kandasamy:
Online Performance Monitoring of Neuromorphic Computing Systems. ETS 2023: 1-4 - 2022
- [j24]Shihao Song, Harry Chong, Adarsha Balaji, Anup Das, James A. Shackleford, Nagarajan Kandasamy:
DFSynthesizer: Dataflow-based Synthesis of Spiking Neural Networks to Neuromorphic Hardware. ACM Trans. Embed. Comput. Syst. 21(3): 27:1-27:35 (2022) - [j23]Shihao Song, Adarsha Balaji, Anup Das, Nagarajan Kandasamy:
Design-Technology Co-Optimization for NVM-Based Neuromorphic Processing Elements. ACM Trans. Embed. Comput. Syst. 21(6): 77:1-77:27 (2022) - [j22]Twisha Titirsha, Shihao Song, Anup Das, Jeffrey L. Krichmar, Nikil D. Dutt, Nagarajan Kandasamy, Francky Catthoor:
Endurance-Aware Mapping of Spiking Neural Networks to Neuromorphic Hardware. IEEE Trans. Parallel Distributed Syst. 33(2): 288-301 (2022) - [i18]Shihao Song, Adarsha Balaji, Anup Das, Nagarajan Kandasamy:
Design-Technology Co-Optimization for NVM-based Neuromorphic Processing Elements. CoRR abs/2203.05311 (2022) - 2021
- [j21]Adarsha Balaji, Shihao Song, Anup Das, Jeffrey L. Krichmar, Nikil D. Dutt, James A. Shackleford, Nagarajan Kandasamy, Francky Catthoor:
Enabling Resource-Aware Mapping of Spiking Neural Networks via Spatial Decomposition. IEEE Embed. Syst. Lett. 13(3): 142-145 (2021) - [j20]Shihao Song, Jui Hanamshet, Adarsha Balaji, Anup Das, Jeffrey L. Krichmar, Nikil D. Dutt, Nagarajan Kandasamy, Francky Catthoor:
Dynamic Reliability Management in Neuromorphic Computing. ACM J. Emerg. Technol. Comput. Syst. 17(4): 63:1-63:27 (2021) - [c58]Shihao Song, Anup Das, Onur Mutlu, Nagarajan Kandasamy:
Aging-Aware Request Scheduling for Non-Volatile Main Memory. ASP-DAC 2021: 657-664 - [c57]Shihao Song, M. Lakshmi Varshika, Anup Das, Nagarajan Kandasamy:
A Design Flow for Mapping Spiking Neural Networks to Many-Core Neuromorphic Hardware. ICCAD 2021: 1-9 - [c56]Adarsha Balaji, Shihao Song, Twisha Titirsha, Anup Das, Jeffrey L. Krichmar, Nikil D. Dutt, James A. Shackleford, Nagarajan Kandasamy, Francky Catthoor:
NeuroXplorer 1.0: An Extensible Framework for Architectural Exploration with Spiking Neural Networks. ICONS 2021: 10:1-10:9 - [i17]Twisha Titirsha, Shihao Song, Anup Das, Jeffrey L. Krichmar, Nikil D. Dutt, Nagarajan Kandasamy, Francky Catthoor:
Endurance-Aware Mapping of Spiking Neural Networks to Neuromorphic Hardware. CoRR abs/2103.05707 (2021) - [i16]Adarsha Balaji, Shihao Song, Twisha Titirsha, Anup Das, Jeffrey L. Krichmar, Nikil D. Dutt, James A. Shackleford, Nagarajan Kandasamy, Francky Catthoor:
NeuroXplorer 1.0: An Extensible Framework for Architectural Exploration with Spiking Neural Networks. CoRR abs/2105.01795 (2021) - [i15]Shihao Song, Jui Hanamshet, Adarsha Balaji, Anup Das, Jeffrey L. Krichmar, Nikil D. Dutt, Nagarajan Kandasamy, Francky Catthoor:
Dynamic Reliability Management in Neuromorphic Computing. CoRR abs/2105.02038 (2021) - [i14]Shihao Song, Harry Chong, Adarsha Balaji, Anup Das, James A. Shackleford, Nagarajan Kandasamy:
DFSynthesizer: Dataflow-based Synthesis of Spiking Neural Networks to Neuromorphic Hardware. CoRR abs/2108.02023 (2021) - [i13]Shihao Song, M. Lakshmi Varshika, Anup Das, Nagarajan Kandasamy:
A Design Flow for Mapping Spiking Neural Networks to Many-Core Neuromorphic Hardware. CoRR abs/2108.12444 (2021) - 2020
- [c54]Shihao Song, Anup Das, Nagarajan Kandasamy:
Improving Dependability of Neuromorphic Computing With Non-Volatile Memory. EDCC 2020: 17-24 - [c52]Shihao Song, Anup Das, Onur Mutlu, Nagarajan Kandasamy:
Improving phase change memory performance with data content aware access. ISMM 2020: 30-47 - [c51]Shihao Song, Anup Das, Nagarajan Kandasamy:
Exploiting inter- and intra-memory asymmetries for data mapping in hybrid tiered-memories. ISMM 2020: 100-114 - [c50]Shihao Song, Adarsha Balaji, Anup Das, Nagarajan Kandasamy, James A. Shackleford:
Compiling Spiking Neural Networks to Neuromorphic Hardware. LCTES 2020: 38-50 - [i12]Shihao Song, Adarsha Balaji, Anup Das, Nagarajan Kandasamy, James A. Shackleford:
Compiling Spiking Neural Networks to Neuromorphic Hardware. CoRR abs/2004.03717 (2020) - [i11]Shihao Song, Anup Das, Nagarajan Kandasamy:
Exploiting Inter- and Intra-Memory Asymmetries for Data Mapping in Hybrid Tiered-Memories. CoRR abs/2005.04750 (2020) - [i10]Shihao Song, Anup Das, Onur Mutlu, Nagarajan Kandasamy:
Improving Phase Change Memory Performance with Data Content Aware Access. CoRR abs/2005.04753 (2020) - [i9]Shihao Song, Anup Das, Nagarajan Kandasamy:
Improving Dependability of Neuromorphic Computing With Non-Volatile Memory. CoRR abs/2006.05868 (2020) - [i8]Adarsha Balaji, Shihao Song, Anup Das, Jeffrey L. Krichmar, Nikil D. Dutt, James A. Shackleford, Nagarajan Kandasamy, Francky Catthoor:
Enabling Resource-Aware Mapping of Spiking Neural Networks via Spatial Decomposition. CoRR abs/2009.09298 (2020) - [i6]Shihao Song, Anup Das, Onur Mutlu, Nagarajan Kandasamy:
Aging-Aware Request Scheduling for Non-Volatile Main Memory. CoRR abs/2012.00050 (2020) - 2019
- [j17]Adarsha Balaji, Shihao Song, Anup Das, Nikil D. Dutt, Jeff Krichmar, Nagarajan Kandasamy, Francky Catthoor:
A Framework to Explore Workload-Specific Performance and Lifetime Trade-offs in Neuromorphic Computing. IEEE Comput. Archit. Lett. 18(2): 149-152 (2019) - [j14]Shihao Song, Anup Das, Onur Mutlu, Nagarajan Kandasamy:
Enabling and Exploiting Partition-Level Parallelism (PALP) in Phase Change Memories. ACM Trans. Embed. Comput. Syst. 18(5s): 53:1-53:25 (2019) - [i5]Shihao Song, Anup Das, Onur Mutlu, Nagarajan Kandasamy:
Enabling and Exploiting Partition-Level Parallelism (PALP) in Phase Change Memories. CoRR abs/1908.07966 (2019) - [i4]Adarsha Balaji, Shihao Song, Anup Das, Nikil D. Dutt, Jeffrey L. Krichmar, Nagarajan Kandasamy, Francky Catthoor:
A Framework to Explore Workload-Specific Performance and Lifetime Trade-offs in Neuromorphic Computing. CoRR abs/1911.00548 (2019)
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