TopSpark: A Timestep Optimization Methodology for Energy-Efficient Spiking Neural Networks on Autonomous Mobile Agents

3 March 2023

Papers citing "TopSpark: A Timestep Optimization Methodology for Energy-Efficient Spiking Neural Networks on Autonomous Mobile Agents"

11 / 11 papers shown

Title
QSViT: A Methodology for Quantizing Spiking Vision Transformers Rachmad Vidya Wicaksana Putra Saad Iftikhar Muhammad Shafique MQ 42 0 0 01 Apr 2025
Replay4NCL: An Efficient Memory Replay-based Methodology for Neuromorphic Continual Learning in Embedded AI Systems M. Minhas Rachmad Vidya Wicaksana Putra Falah R. Awwad Osman Hasan Muhammad Shafique 34 1 0 21 Mar 2025
Real Time Scheduling Framework for Multi Object Detection via Spiking Neural Networks D. Kang Woojin Shin Cheol-Ho Hong Minsuk Koo Brent ByungHoon Kang Jinkyu Lee Hyeongboo Baek 26 0 0 29 Jan 2025
FastSpiker: Enabling Fast Training for Spiking Neural Networks on Event-based Data through Learning Rate Enhancements for Autonomous Embedded Systems Iqra Bano Rachmad Vidya Wicaksana Putra Alberto Marchisio Muhammad Shafique 29 1 0 07 Jul 2024
SNN4Agents: A Framework for Developing Energy-Efficient Embodied Spiking Neural Networks for Autonomous Agents Rachmad Vidya Wicaksana Putra Alberto Marchisio Muhammad Shafique 24 6 0 14 Apr 2024
A Methodology to Study the Impact of Spiking Neural Network Parameters considering Event-Based Automotive Data Iqra Bano Rachmad Vidya Wicaksana Putra Alberto Marchisio Muhammad Shafique 22 3 0 04 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 25 10 0 04 Apr 2024
SpikeNAS: A Fast Memory-Aware Neural Architecture Search Framework for Spiking Neural Network-based Autonomous Agents Rachmad Vidya Wicaksana Putra Muhammad Shafique 25 0 0 17 Feb 2024
RescueSNN: Enabling Reliable Executions on Spiking Neural Network Accelerators under Permanent Faults Rachmad Vidya Wicaksana Putra Muhammad Abdullah Hanif Muhammad Shafique 11 5 0 08 Apr 2023
Emergent communication enhances foraging behaviour in evolved swarms controlled by Spiking Neural Networks Cristian Jimenez-Romero Alper Yegenoglu Aarón Pérez Martín Sandra Díaz-Pier A. Morrison 12 2 0 16 Dec 2022
lpSpikeCon: Enabling Low-Precision Spiking Neural Network Processing for Efficient Unsupervised Continual Learning on Autonomous Agents Rachmad Vidya Wicaksana Putra Muhammad Shafique 21 16 0 24 May 2022