ReSpawn: Energy-Efficient Fault-Tolerance for Spiking Neural Networks considering Unreliable Memories

23 August 2021

Papers citing "ReSpawn: Energy-Efficient Fault-Tolerance for Spiking Neural Networks considering Unreliable Memories"

17 / 17 papers shown

Title
Enabling Efficient Processing of Spiking Neural Networks with On-Chip Learning on Commodity Neuromorphic Processors for Edge AI Systems Rachmad Vidya Wicaksana Putra Pasindu Wickramasinghe Muhammad Shafique 48 0 0 01 Apr 2025
SNN4Agents: A Framework for Developing Energy-Efficient Embodied Spiking Neural Networks for Autonomous Agents Rachmad Vidya Wicaksana Putra Alberto Marchisio Muhammad Shafique 31 6 0 14 Apr 2024
Embodied Neuromorphic Artificial Intelligence for Robotics: Perspectives, Challenges, and Research Development Stack Rachmad Vidya Wicaksana Putra Alberto Marchisio F. Zayer Jorge Dias Muhammad Shafique 36 10 0 04 Apr 2024
SpikingJET: Enhancing Fault Injection for Fully and Convolutional Spiking Neural Networks Anil Bayram Gogebakan Enrico Magliano Alessio Carpegna A. Ruospo Alessandro Savino S. Di Carlo 24 2 0 30 Mar 2024
SpikeNAS: A Fast Memory-Aware Neural Architecture Search Framework for Spiking Neural Network-based Autonomous Agents Rachmad Vidya Wicaksana Putra Muhammad Shafique 30 0 0 17 Feb 2024
Analysis on Effects of Fault Elements in Memristive Neuromorphic Systems Hyun-Jong Lee Jae-Han Lim 11 0 0 08 Dec 2023
RescueSNN: Enabling Reliable Executions on Spiking Neural Network Accelerators under Permanent Faults Rachmad Vidya Wicaksana Putra Muhammad Abdullah Hanif Muhammad Shafique 31 5 0 08 Apr 2023
EnforceSNN: Enabling Resilient and Energy-Efficient Spiking Neural Network Inference considering Approximate DRAMs for Embedded Systems Rachmad Vidya Wicaksana Putra Muhammad Abdullah Hanif Muhammad Shafique 29 11 0 08 Apr 2023
TopSpark: A Timestep Optimization Methodology for Energy-Efficient Spiking Neural Networks on Autonomous Mobile Agents Rachmad Vidya Wicaksana Putra Muhammad Shafique 42 12 0 03 Mar 2023
Improving Reliability of Spiking Neural Networks through Fault Aware Threshold Voltage Optimization Ayesha Siddique K. A. Hoque 19 5 0 12 Jan 2023
Mantis: Enabling Energy-Efficient Autonomous Mobile Agents with Spiking Neural Networks Rachmad Vidya Wicaksana Putra Muhammad Shafique 40 6 0 24 Dec 2022
enpheeph: A Fault Injection Framework for Spiking and Compressed Deep Neural Networks Alessio Colucci A. Steininger Muhammad Shafique 19 12 0 31 Jul 2022
tinySNN: Towards Memory- and Energy-Efficient Spiking Neural Networks Rachmad Vidya Wicaksana Putra Muhammad Shafique 19 6 0 17 Jun 2022
lpSpikeCon: Enabling Low-Precision Spiking Neural Network Processing for Efficient Unsupervised Continual Learning on Autonomous Agents Rachmad Vidya Wicaksana Putra Muhammad Shafique 26 16 0 24 May 2022
SoftSNN: Low-Cost Fault Tolerance for Spiking Neural Network Accelerators under Soft Errors Rachmad Vidya Wicaksana Putra Muhammad Abdullah Hanif Muhammad Shafique 26 28 0 10 Mar 2022
Towards Energy-Efficient and Secure Edge AI: A Cross-Layer Framework Muhammad Shafique Alberto Marchisio Rachmad Vidya Wicaksana Putra Muhammad Abdullah Hanif 44 33 0 20 Sep 2021
Robust Machine Learning Systems: Challenges, Current Trends, Perspectives, and the Road Ahead Muhammad Shafique Mahum Naseer T. Theocharides C. Kyrkou O. Mutlu Lois Orosa Jungwook Choi OOD 75 100 0 04 Jan 2021