Spiking Neural Network Integrated Circuits: A Review of Trends and Future Directions

14 March 2022

Lei Deng

Papers citing "Spiking Neural Network Integrated Circuits: A Review of Trends and Future Directions"

27 / 27 papers shown

Title
Closed-loop control of seizure activity via real-time seizure forecasting by reservoir neuromorphic computing Maryam Sadeghi Darío Fernández Khatiboun Yasser Rezaeiyan Saima Rizwan Alessandro Barcellona Andrea Merello Marco Crepaldi G. Panuccio F. Moradi 29 0 0 04 May 2025
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
Hardware-Accelerated Event-Graph Neural Networks for Low-Latency Time-Series Classification on SoC FPGA Hiroshi Nakano Krzysztof Blachut K. Jeziorek Piotr Wzorek Manon Dampfhoffer Thomas Mesquida Hiroaki Nishi T. Kryjak Thomas Dalgaty GNN 62 0 0 09 Mar 2025
Towards Effective and Sparse Adversarial Attack on Spiking Neural Networks via Breaking Invisible Surrogate Gradients Li Lun Kunyu Feng Qinglong Ni Ling Liang Yuan Wang Ying Li Dunshan Yu Xiaoxin Cui AAML 76 0 0 05 Mar 2025
SpiDR: A Reconfigurable Digital Compute-in-Memory Spiking Neural Network Accelerator for Event-based Perception Deepika Sharma Shubham Negi Trishit Dutta Amogh Agrawal Kaushik Roy 26 1 0 05 Nov 2024
SpikeLM: Towards General Spike-Driven Language Modeling via Elastic Bi-Spiking Mechanisms Xingrun Xing Zheng Zhang Ziyi Ni Shitao Xiao Yiming Ju Siqi Fan Yequan Wang Jiajun Zhang Guoqi Li 42 9 0 05 Jun 2024
SpikeExplorer: hardware-oriented Design Space Exploration for Spiking Neural Networks on FPGA Dario Padovano Alessio Carpegna Alessandro Savino S. Di Carlo 42 1 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 33 10 0 04 Apr 2024
Spiking Wavelet Transformer Yuetong Fang Ziqing Wang Lingfeng Zhang Jiahang Cao Honglei Chen Renjing Xu 61 5 0 17 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
Neuromorphic hardware for sustainable AI data centers Bernhard Vogginger A. Rostami Vaibhav Jain Sirine Arfa Andreas Hantsch ... Ulrike Faltings Hector A. Gonzalez Chen Liu Christian Mayr Wolfgang Maaß 26 10 0 04 Feb 2024
Spiker+: a framework for the generation of efficient Spiking Neural Networks FPGA accelerators for inference at the edge Alessio Carpegna Alessandro Savino S. Di Carlo 20 12 0 02 Jan 2024
Neural Network Methods for Radiation Detectors and Imaging S. Lin S. Ning H. Zhu T. Zhou C. L. Morris S. Clayton M. Cherukara R. T. Chen Z. Wang AI4CE 26 5 0 09 Nov 2023
Design Principles for Lifelong Learning AI Accelerators Dhireesha Kudithipudi Anurag Daram Abdullah M. Zyarah Fatima Tuz Zohora J. Aimone ... Emre Neftci M. Mattina Vincenzo Lomonaco Clare D. Thiem Benjamin Epstein 45 17 0 05 Oct 2023
Spike-driven Transformer Man Yao Jiakui Hu Zhaokun Zhou Liuliang Yuan Yonghong Tian Boxing Xu Guoqi Li 34 114 0 04 Jul 2023
To Spike or Not To Spike: A Digital Hardware Perspective on Deep Learning Acceleration Fabrizio Ottati Chang Gao Qinyu Chen Giovanni Brignone M. Casu Jason Eshraghian Luciano Lavagno 32 18 0 27 Jun 2023
Speck: A Smart event-based Vision Sensor with a low latency 327K Neuron Convolutional Neuronal Network Processing Pipeline Ole Richter Y. Xing M. D. Marchi Carsten Nielsen M. Katsimpris ... SynSense Bio-Inspired Circuits Sadique Sheik T. Demirci Groningen Cognitive Systems 27 55 0 13 Apr 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
Equivalence of Additive and Multiplicative Coupling in Spiking Neural Networks Georg Börner Fabio Schittler Neves M. Timme 25 1 0 31 Mar 2023
TopSpark: A Timestep Optimization Methodology for Energy-Efficient Spiking Neural Networks on Autonomous Mobile Agents Rachmad Vidya Wicaksana Putra Muhammad Shafique 39 12 0 03 Mar 2023
A Comparison of Temporal Encoders for Neuromorphic Keyword Spotting with Few Neurons Mattias Nilsson Tony Pina Lyes Khacef F. Liwicki Elisabetta Chicca Fredrik Sandin 35 3 0 24 Jan 2023
ETLP: Event-based Three-factor Local Plasticity for online learning with neuromorphic hardware Fernando M. Quintana Fernando Perez-Peña Pedro L. Galindo Emre O. Netfci Elisabetta Chicca Lyes Khacef 22 11 0 19 Jan 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 29 2 0 16 Dec 2022
Integration of Neuromorphic AI in Event-Driven Distributed Digitized Systems: Concepts and Research Directions Mattias Nilsson Olov Schelén Anders Lindgren Ulf Bodin Cristina Paniagua J. Delsing Fredrik Sandin 34 14 0 20 Oct 2022
Bottom-up and top-down approaches for the design of neuromorphic processing systems: Tradeoffs and synergies between natural and artificial intelligence Charlotte Frenkel D. Bol Giacomo Indiveri 31 33 0 02 Jun 2021
Spiking Neural Networks Hardware Implementations and Challenges: a Survey Maxence Bouvier A. Valentian T. Mesquida F. Rummens M. Reyboz Elisa Vianello E. Beigné 56 113 0 04 May 2020
Memory and information processing in neuromorphic systems Giacomo Indiveri Shih-Chii Liu 174 569 0 10 Jun 2015