A Framework to Explore Workload-Specific Performance and Lifetime
Trade-offs in Neuromorphic Computing

A Framework to Explore Workload-Specific Performance and Lifetime Trade-offs in Neuromorphic Computing

1 November 2019

Nagarajan Kandasamy

Papers citing "A Framework to Explore Workload-Specific Performance and Lifetime Trade-offs in Neuromorphic Computing"

16 / 16 papers shown

Title
Design Technology Co-Optimization for Neuromorphic Computing Ankita Paul Shihao Song Anup Das 35 6 0 15 Oct 2021
A Design Flow for Mapping Spiking Neural Networks to Many-Core Neuromorphic Hardware Shihao Song M. L. Varshika Anup Das Nagarajan Kandasamy 16 27 0 27 Aug 2021
DFSynthesizer: Dataflow-based Synthesis of Spiking Neural Networks to Neuromorphic Hardware Shihao Song Harry Chong Adarsha Balaji Anup Das J. Shackleford Nagarajan Kandasamy 24 28 0 04 Aug 2021
Improving Inference Lifetime of Neuromorphic Systems via Intelligent Synapse Mapping Shihao Song Twisha Titirsha Anup Das 16 13 0 16 Jun 2021
Dynamic Reliability Management in Neuromorphic Computing Shihao Song Jui Hanamshet Adarsha Balaji Anup Das J. Krichmar N. Dutt Nagarajan Kandasamy F. Catthoor 23 23 0 05 May 2021
NeuroXplorer 1.0: An Extensible Framework for Architectural Exploration with Spiking Neural Networks Adarsha Balaji Shihao Song Twisha Titirsha Anup Das J. Krichmar N. Dutt J. Shackleford Nagarajan Kandasamy F. Catthoor 34 24 0 04 May 2021
On the Role of System Software in Energy Management of Neuromorphic Computing Twisha Titirsha Shihao Song Adarsha Balaji Anup Das 32 24 0 22 Mar 2021
Endurance-Aware Mapping of Spiking Neural Networks to Neuromorphic Hardware Twisha Titirsha Shihao Song Anup Das J. Krichmar N. Dutt Nagarajan Kandasamy F. Catthoor 32 40 0 09 Mar 2021
Compiling Spiking Neural Networks to Mitigate Neuromorphic Hardware Constraints Adarsha Balaji Anup Das 33 16 0 27 Nov 2020
Thermal-Aware Compilation of Spiking Neural Networks to Neuromorphic Hardware Twisha Titirsha Anup Das 35 21 0 09 Oct 2020
Reliability-Performance Trade-offs in Neuromorphic Computing Twisha Titirsha Anup Das 21 20 0 26 Sep 2020
Enabling Resource-Aware Mapping of Spiking Neural Networks via Spatial Decomposition Adarsha Balaji Shihao Song Anup Das J. Krichmar N. Dutt J. Shackleford Nagarajan Kandasamy F. Catthoor 38 26 0 19 Sep 2020
A Case for Lifetime Reliability-Aware Neuromorphic Computing Shihao Song Anup Das 11 30 0 04 Jul 2020
Improving Dependability of Neuromorphic Computing With Non-Volatile Memory Shihao Song Anup Das Nagarajan Kandasamy 33 27 0 10 Jun 2020
Compiling Spiking Neural Networks to Neuromorphic Hardware Shihao Song Adarsha Balaji Anup Das Nagarajan Kandasamy J. Shackleford 27 41 0 07 Apr 2020
Mapping Spiking Neural Networks to Neuromorphic Hardware Adarsha Balaji Anup Das Yuefeng Wu Khanh Huynh Francesco DellÁnna Giacomo Indiveri J. Krichmar N. Dutt S. Schaafsma F. Catthoor 39 115 0 04 Sep 2019