A Survey of Neuromorphic Computing and Neural Networks in Hardware

19 May 2017

Papers citing "A Survey of Neuromorphic Computing and Neural Networks in Hardware"

50 / 158 papers shown

Title
A Path to Universal Neural Cellular Automata Gabriel Béna Maxence Faldor Dan F. M. Goodman Antoine Cully 9 0 0 19 May 2025
Event-Driven Implementation of a Physical Reservoir Computing Framework for superficial EMG-based Gesture Recognition Yuqi Ding Elisa Donati Haobo Li Hadi Heidari 41 0 0 10 Mar 2025
A Reconfigurable Stream-Based FPGA Accelerator for Bayesian Confidence Propagation Neural Networks Muhammad Ihsan Al Hafiz Naresh B. Ravichandran A. Lansner Pawel Herman Artur Podobas 74 0 0 03 Mar 2025
A Quarter of a Century of Neuromorphic Architectures on FPGAs -- an Overview Wiktor J. Szczerek Artur Podobas GNN 44 0 0 23 Feb 2025
SpikeRL: A Scalable and Energy-efficient Framework for Deep Spiking Reinforcement Learning Tokey Tahmid Mark Gates P. Luszczek Catherine D. Schuman 38 0 0 21 Feb 2025
OscNet: Machine Learning on CMOS Oscillator Networks Wenxiao Cai Thomas H. Lee 63 1 0 11 Feb 2025
Memristive Nanowire Network for Energy Efficient Audio Classification: Pre-Processing-Free Reservoir Computing with Reduced Latency Akshaya Rajesh Pavithra Ananthasubramanian Nagarajan Raghavan Ankush Kumar 62 0 0 29 Nov 2024
Neuronal Competition Groups with Supervised STDP for Spike-Based Classification Gaspard Goupy Pierre Tirilly Ioan Marius Bilasco 29 1 0 22 Oct 2024
Neuromorphic Programming: Emerging Directions for Brain-Inspired Hardware Steven Abreu Jens Egholm Pedersen 26 0 0 15 Oct 2024
MC-QDSNN: Quantized Deep evolutionary SNN with Multi-Dendritic Compartment Neurons for Stress Detection using Physiological Signals Ajay B. S. Phani Pavan K Madhav Rao 21 0 0 07 Oct 2024
Relating Superconducting Optoelectronic Networks to Classical Neurodynamics J. Shainline Bryce Primavera Ryan O'Loughlin 29 0 0 26 Sep 2024
A Neuromorphic Implementation of the DBSCAN Algorithm Charles P. Rizzo J. Plank 30 1 0 22 Sep 2024
SDP: Spiking Diffusion Policy for Robotic Manipulation with Learnable Channel-Wise Membrane Thresholds Zhixing Hou Maoxu Gao Hang Yu Mengyu Yang Chio-in Ieong 45 1 0 17 Sep 2024
Federated Learning with Quantum Computing and Fully Homomorphic Encryption: A Novel Computing Paradigm Shift in Privacy-Preserving ML Siddhant Dutta Pavana P Karanth Pedro Maciel Xavier Iago Leal de Freitas Nouhaila Innan Sadok Ben Yahia Muhammad Shafique David E. Bernal Neira FedML 53 7 0 14 Sep 2024
Training Spiking Neural Networks via Augmented Direct Feedback Alignment Yongbo Zhang Katsuma Inoue M. Nakajima Toshikazu Hashimoto Yasuo Kuniyoshi Kohei Nakajima 38 0 0 12 Sep 2024
A theoretical framework for reservoir computing on networks of organic electrochemical transistors Nicholas W. Landry Beckett R. Hyde Jake C. Perez Sean E. Shaheen Juan G. Restrepo 23 0 0 17 Aug 2024
The Potential of Combined Learning Strategies to Enhance Energy Efficiency of Spiking Neuromorphic Systems Ali Shiri Sichani Sai Kankatala 13 0 0 13 Aug 2024
EventZoom: A Progressive Approach to Event-Based Data Augmentation for Enhanced Neuromorphic Vision Yiting Dong Xiang He Guobin Shen Dongcheng Zhao Yang Li Yi Zeng 43 0 0 29 May 2024
Self-training superconducting neuromorphic circuits using reinforcement learning rules M. L. Schneider E. M. Jué M. Pufall K. Segall C. W. Anderson 33 1 0 29 Apr 2024
Backpropagation through space, time, and the brain B. Ellenberger Paul Haider Jakob Jordan Kevin Max Ismael Jaras Laura Kriener Federico Benitez Mihai A. Petrovici 133 8 0 25 Mar 2024
Neuromorphic Co-Design as a Game C. Vineyard William M. Severa J. Aimone 4 0 0 11 Dec 2023
Applications of Spiking Neural Networks in Visual Place Recognition S. Hussaini Michael Milford Tobias Fischer 69 6 0 22 Nov 2023
Neuroscience inspired scientific machine learning (Part-1): Variable spiking neuron for regression Shailesh Garg Souvik Chakraborty 17 1 0 15 Nov 2023
KirchhoffNet: A Scalable Ultra Fast Analog Neural Network Zhengqi Gao Fan-Keng Sun Ron Rohrer Duane S. Boning 36 0 0 24 Oct 2023
Systematic AI Approach for AGI: Addressing Alignment, Energy, and AGI Grand Challenges Eren Kurshan 29 0 0 23 Oct 2023
Spike-based Neuromorphic Computing for Next-Generation Computer Vision Md. Sakib Hasan Catherine D. Schuman Zhongyang Zhang Tauhidur Rahman Garrett S. Rose 36 0 0 15 Oct 2023
Neuromorphic Robust Framework for Concurrent Estimation and Control in Dynamical Systems using Spiking Neural Networks Reza Ahmadvand S. S. Sharif Y. Banad 19 4 0 05 Oct 2023
S3TC: Spiking Separated Spatial and Temporal Convolutions with Unsupervised STDP-based Learning for Action Recognition Mireille el Assal Pierre Tirilly Ioan Marius Bilasco 26 2 0 22 Sep 2023
Machine Learning for maximizing the memristivity of single and coupled quantum memristors C. Hernani-Morales G. A. Barrios Francisco Albarrán-Arriagada Yolanda Vives-Gilabert Enrique Solano J. D. Martín-Guerrero 14 1 0 10 Sep 2023
Improving equilibrium propagation without weight symmetry through Jacobian homeostasis Axel Laborieux Friedemann Zenke 20 7 0 05 Sep 2023
Paired Competing Neurons Improving STDP Supervised Local Learning In Spiking Neural Networks Gaspard Goupy Pierre Tirilly Ioan Marius Bilasco 42 4 0 04 Aug 2023
Functional Specification of the RAVENS Neuroprocessor Adam Z. Foshie J. Plank Garrett S. Rose Catherine D. Schuman 21 6 0 27 Jul 2023
Enhancing Energy Efficiency and Reliability in Autonomous Systems Estimation using Neuromorphic Approach Reza Ahmadvand S. S. Sharif Y. Banad 36 5 0 16 Jul 2023
Artificial intelligence is algorithmic mimicry: why artificial "agents" are not (and won't be) proper agents Johannes Jaeger AI4CE 21 7 0 27 Jun 2023
Spiking Two-Stream Methods with Unsupervised STDP-based Learning for Action Recognition Mireille el Assal Pierre Tirilly Ioan Marius Bilasco 35 3 0 23 Jun 2023
A Survey on ChatGPT: AI-Generated Contents, Challenges, and Solutions Yuntao Wang Yanghe Pan Miao Yan Zhou Su Tom H. Luan 30 146 0 25 May 2023
Brain-inspired learning in artificial neural networks: a review Samuel Schmidgall Jascha Achterberg Thomas Miconi Louis Kirsch Rojin Ziaei S. P. Hajiseyedrazi Jason Eshraghian 31 52 0 18 May 2023
Neuromorphic Control using Input-Weighted Threshold Adaptation S. Stroobants Christophe De Wagter Guido C. H. E de Croon 22 5 0 18 Apr 2023
A Bibliometric Review of Neuromorphic Computing and Spiking Neural Networks Nicholas J. Pritchard A. Wicenec Bennamoun Richard Dodson 21 0 0 14 Apr 2023
Distributed Compressed Sparse Row Format for Spiking Neural Network Simulation, Serialization, and Interoperability Felix Wang 6 1 0 12 Apr 2023
NeuroBench: A Framework for Benchmarking Neuromorphic Computing Algorithms and Systems Jason Yik Korneel Van den Berghe Douwe den Blanken Younes Bouhadjar Maxime Fabre ... Fatima Tuz Zohora Charlotte Frenkel Vijay Janapa Reddi Charlotte Frenkel Vijay Janapa Reddi 31 18 0 10 Apr 2023
From Clean Room to Machine Room: Commissioning of the First-Generation BrainScaleS Wafer-Scale Neuromorphic System H. Schmidt José Montes Andreas Grübl Maurice Güttler D. Husmann ... Christian Mauch Eric Müller Lars Sterzenbach Johannes Schemmel Sebastian Schmitt 32 2 0 22 Mar 2023
Multiplexed gradient descent: Fast online training of modern datasets on hardware neural networks without backpropagation A. McCaughan Bakhrom G. Oripov N. Ganesh S. Nam A. Dienstfrey S. Buckley 24 8 0 05 Mar 2023
Towards energy-efficient Deep Learning: An overview of energy-efficient approaches along the Deep Learning Lifecycle Vanessa Mehlin Sigurd Schacht Carsten Lanquillon HAI MedIm 33 19 0 05 Feb 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
Intelligent Computing: The Latest Advances, Challenges and Future Shiqiang Zhu Ting Yu Tao Xu Hongyang Chen Schahram Dustdar ... Tariq S. Durrani Huaimin Wang Jiangxing Wu Tongyi Zhang Yunhe Pan AI4CE 32 117 0 21 Nov 2022
Impact of spiking neurons leakages and network recurrences on event-based spatio-temporal pattern recognition Mohamed Sadek Bouanane D. Cherifi Elisabetta Chicca Lyes Khacef 29 13 0 14 Nov 2022
Disclosure of a Neuromorphic Starter Kit J. Plank Bryson Gullett Adam Z. Foshie Garrett S. Rose Catherine D. Schuman 32 5 0 08 Nov 2022
In the realm of hybrid Brain: Human Brain and AI Hoda Fares Margherita Ronchini M. Zamani H. Farkhani F. Moradi 33 5 0 04 Oct 2022
Spiking SiamFC++: Deep Spiking Neural Network for Object Tracking S. Xiang Tao Zhang Shuqing Jiang Yanan Han Yahui Zhang Chenyang Du Xingxing Guo Licun Yu Yue-chun Shi Yue Hao 19 9 0 24 Sep 2022