Mapping Spiking Neural Networks to Neuromorphic Hardware

4 September 2019

Papers citing "Mapping Spiking Neural Networks to Neuromorphic Hardware"

34 / 34 papers shown

Title
Hybrid variable spiking graph neural networks for energy-efficient scientific machine learning Isha Jain Shailesh Garg Shaurya Shriyam Souvik Chakraborty GNN 78 0 0 12 Dec 2024
Neuromorphic Optical Flow and Real-time Implementation with Event Cameras Yannick Schnider Stanisław Woźniak Mathias Gehrig J. Lecomte Axel von Arnim Luca Benini Davide Scaramuzza A. Pantazi 38 15 0 14 Apr 2023
Gradient-descent hardware-aware training and deployment for mixed-signal Neuromorphic processors Uğurcan Cakal Maryada Chenxi Wu I. Ulusoy Dylan R. Muir 20 6 0 14 Mar 2023
Cortical-inspired placement and routing: minimizing the memory resources in multi-core neuromorphic processors Vanessa R. C. Leite Zhe Su A. Whatley Giacomo Indiveri 13 5 0 29 Aug 2022
Examining the Robustness of Spiking Neural Networks on Non-ideal Memristive Crossbars Abhiroop Bhattacharjee Youngeun Kim Abhishek Moitra Priyadarshini Panda 22 15 0 20 Jun 2022
Learning in Feedback-driven Recurrent Spiking Neural Networks using full-FORCE Training A. Paul Stefan Sylvius Wagner Anup Das 28 8 0 26 May 2022
Design-Technology Co-Optimization for NVM-based Neuromorphic Processing Elements Shihao Song Adarsha Balaji Anup Das Nagarajan Kandasamy 21 14 0 10 Mar 2022
Wearable uBrain: Fabric Based-Spiking Neural Network Frances Cleary W. Srisa-an Beatriz Gil Jaideep C. Kesavan T. Engel D. Henshall Sasitharan Balasubramaniam 17 2 0 25 Feb 2022
Energy-Efficient Respiratory Anomaly Detection in Premature Newborn Infants A. Paul Md. Abu Saleh Tajin Anup Das W. Mongan K. Dandekar 27 11 0 21 Feb 2022
Implementing Spiking Neural Networks on Neuromorphic Architectures: A Review Phu Khanh Huynh M. L. Varshika A. Paul Murat Isik Adarsha Balaji Anup Das 28 36 0 17 Feb 2022
On the Mitigation of Read Disturbances in Neuromorphic Inference Hardware A. Paul Shihao Song Twisha Titirsha Anup Das 25 5 0 27 Jan 2022
Design of Many-Core Big Little μBrain for Energy-Efficient Embedded Neuromorphic Computing M. L. Varshika Adarsha Balaji Federico Corradi Anup Das J. Stuijt F. Catthoor 24 24 0 23 Nov 2021
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 13 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 18 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 17 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 31 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
Linear Constraints Learning for Spiking Neurons Huy Le Nguyen Dominique F. Chu 8 0 0 10 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 22 40 0 09 Mar 2021
Compiling Spiking Neural Networks to Mitigate Neuromorphic Hardware Constraints Adarsha Balaji Anup Das 17 16 0 27 Nov 2020
Thermal-Aware Compilation of Spiking Neural Networks to Neuromorphic Hardware Twisha Titirsha Anup Das 27 21 0 09 Oct 2020
Reliability-Performance Trade-offs in Neuromorphic Computing Twisha Titirsha Anup Das 13 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 30 26 0 19 Sep 2020
A Case for Lifetime Reliability-Aware Neuromorphic Computing Shihao Song Anup Das 11 30 0 04 Jul 2020
Run-time Mapping of Spiking Neural Networks to Neuromorphic Hardware Adarsha Balaji T. Marty Anup Das F. Catthoor 19 24 0 11 Jun 2020
Improving Dependability of Neuromorphic Computing With Non-Volatile Memory Shihao Song Anup Das Nagarajan Kandasamy 25 27 0 10 Jun 2020
Towards Efficient Processing and Learning with Spikes: New Approaches for Multi-Spike Learning Qiang Yu Shenglan Li Huajin Tang Longbiao Wang J. Dang Kay Chen Tan 19 10 0 02 May 2020
Compiling Spiking Neural Networks to Neuromorphic Hardware Shihao Song Adarsha Balaji Anup Das Nagarajan Kandasamy J. Shackleford 11 41 0 07 Apr 2020
SNEAP: A Fast and Efficient Toolchain for Mapping Large-Scale Spiking Neural Network onto NoC-based Neuromorphic Platform Shiming Li Shasha Guo Limeng Zhang Ziyang Kang Shiying Wang Wei Shi Lei Wang Weixia Xu 22 23 0 31 Mar 2020
PyCARL: A PyNN Interface for Hardware-Software Co-Simulation of Spiking Neural Network Adarsha Balaji Prathyusha Adiraju H. Kashyap Anup Das J. Krichmar N. Dutt F. Catthoor 38 48 0 21 Mar 2020
A Framework to Explore Workload-Specific Performance and Lifetime Trade-offs in Neuromorphic Computing Adarsha Balaji Shihao Song Anup Das N. Dutt J. Krichmar Nagarajan Kandasamy F. Catthoor 9 29 0 01 Nov 2019
Cognitive swarming in complex environments with attractor dynamics and oscillatory computing J. Monaco Grace M. Hwang Kevin M. Schultz Kechen Zhang 11 28 0 15 Sep 2019