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"

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Title
Holomorphic Equilibrium Propagation Computes Exact Gradients Through Finite Size Oscillations Axel Laborieux Friedemann Zenke 36 33 0 01 Sep 2022
WeightMom: Learning Sparse Networks using Iterative Momentum-based pruning Elvis Johnson Xiao-Ming Tang Sriramacharyulu Samudrala 14 1 0 11 Aug 2022
Gradient Flows for L2 Support Vector Machine Training Christian Bauckhage H. Schneider Benjamin Wulff R. Sifa 29 0 0 08 Aug 2022
LaneSNNs: Spiking Neural Networks for Lane Detection on the Loihi Neuromorphic Processor Alberto Viale Alberto Marchisio Maurizio Martina Guido Masera Muhammad Shafique 28 12 0 03 Aug 2022
The Free Energy Principle drives neuromorphic development C. Fields Karl J. Friston J. Glazebrook Michael Levin A. Marcianò 35 14 0 20 Jul 2022
Simple and complex spiking neurons: perspectives and analysis in a simple STDP scenario D. L. Manna Alex Vicente-Sola Paul Kirkland Trevor Bihl G. D. Caterina 30 21 0 28 Jun 2022
Efficient recurrent architectures through activity sparsity and sparse back-propagation through time Anand Subramoney Khaleelulla Khan Nazeer Mark Schöne Christian Mayr David Kappel 35 16 0 13 Jun 2022
Deep Learning in Spiking Phasor Neural Networks Connor Bybee E. P. Frady Friedrich T. Sommer 21 6 0 01 Apr 2022
SPICEprop: Backpropagating Errors Through Memristive Spiking Neural Networks Peng Zhou Jason Eshraghian Dong-Uk Choi S. Kang 21 4 0 02 Mar 2022
Limitations of Deep Learning for Inverse Problems on Digital Hardware Holger Boche Adalbert Fono Gitta Kutyniok 32 25 0 28 Feb 2022
Including STDP to eligibility propagation in multi-layer recurrent spiking neural networks Werner van der Veen 39 1 0 05 Jan 2022
Resource-Efficient Deep Learning: A Survey on Model-, Arithmetic-, and Implementation-Level Techniques JunKyu Lee L. Mukhanov A. S. Molahosseini U. Minhas Yang Hua Jesus Martinez del Rincon K. Dichev Cheol-Ho Hong Hans Vandierendonck 44 29 0 30 Dec 2021
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 30 24 0 23 Nov 2021
Silicon Photonic Architecture for Training Deep Neural Networks with Direct Feedback Alignment M. Filipovich Zhimu Guo M. Al-Qadasi Bicky A. Marquez Hugh Morison V. Sorger Paul R. Prucnal S. Shekhar B. Shastri 28 52 0 12 Nov 2021
Stable Lifelong Learning: Spiking neurons as a solution to instability in plastic neural networks Samuel Schmidgall Joe Hays 22 4 0 07 Nov 2021
Confusion-based rank similarity filters for computationally-efficient machine learning on high dimensional data K. Shapcott Alex D. Bird 21 0 0 28 Sep 2021
Brian2Loihi: An emulator for the neuromorphic chip Loihi using the spiking neural network simulator Brian Carlo Michaelis Andrew B. Lehr Winfried Oed Christian Tetzlaff 21 12 0 25 Sep 2021
Training Deep Spiking Auto-encoders without Bursting or Dying Neurons through Regularization Justus F. Hübotter Pablo Lanillos Jakub M. Tomczak 16 3 0 22 Sep 2021
Visual Sensation and Perception Computational Models for Deep Learning: State of the art, Challenges and Prospects Bing Wei Yudi Zhao K. Hao Lei Gao 38 5 0 08 Sep 2021
A High-Fidelity Flow Solver for Unstructured Meshes on Field-Programmable Gate Arrays Martin Karp Artur Podobas Tobias Kenter Niclas Jansson Christian Plessl P. Schlatter Stefano Markidis 13 8 0 27 Aug 2021
Neuromorphic scaling advantages for energy-efficient random walk computation J. Smith A. Hill Leah Reeder B. Franke R. Lehoucq Ojas D. Parekh William M. Severa J. Aimone 12 31 0 27 Jul 2021
An active dendritic tree can mitigate fan-in limitations in superconducting neurons Bryce Primavera J. Shainline 19 15 0 12 Jul 2021
DVS-Attacks: Adversarial Attacks on Dynamic Vision Sensors for Spiking Neural Networks Alberto Marchisio Giacomo Pira Maurizio Martina Guido Masera Muhammad Shafique AAML 34 30 0 01 Jul 2021
CarSNN: An Efficient Spiking Neural Network for Event-Based Autonomous Cars on the Loihi Neuromorphic Research Processor Alberto Viale Alberto Marchisio Maurizio Martina Guido Masera Muhammad Shafique 37 45 0 01 Jul 2021
A Construction Kit for Efficient Low Power Neural Network Accelerator Designs Petar Jokic E. Azarkhish Andrea Bonetti M. Pons S. Emery Luca Benini 16 3 0 24 Jun 2021
Bridge Networks: Relating Inputs through Vector-Symbolic Manipulations W. Olin-Ammentorp M. Bazhenov GNN 24 4 0 15 Jun 2021
Deep Phasor Networks: Connecting Conventional and Spiking Neural Networks W. Olin-Ammentorp M. Bazhenov 24 5 0 15 Jun 2021
Benchmarking the Nvidia GPU Lineage: From Early K80 to Modern A100 with Asynchronous Memory Transfers Martin Svedin Steven W. D. Chien Gibson Chikafa Niclas Jansson Artur Podobas 6 21 0 09 Jun 2021
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 34 33 0 02 Jun 2021
Machine Learning for Security in Vehicular Networks: A Comprehensive Survey Anum Talpur M. Gurusamy 17 61 0 31 May 2021
Efficiency-driven Hardware Optimization for Adversarially Robust Neural Networks Abhiroop Bhattacharjee Abhishek Moitra Priyadarshini Panda AAML 27 8 0 09 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 34 24 0 04 May 2021
Neuromorphic Computing is Turing-Complete Prasanna Date Catherine D. Schuman Bill Kay T. Potok 22 21 0 28 Apr 2021
Many-Joint Robot Arm Control with Recurrent Spiking Neural Networks Manuel Traub Robert Legenstein S. Otte 17 7 0 08 Apr 2021
XY Neural Networks N. Stroev N. Berloff 22 0 0 31 Mar 2021
Self-learning Machines based on Hamiltonian Echo Backpropagation V. López-Pastor F. Marquardt 46 33 0 08 Mar 2021
A Dual-Memory Architecture for Reinforcement Learning on Neuromorphic Platforms W. Olin-Ammentorp Yury Sokolov M. Bazhenov OffRL 27 3 0 05 Mar 2021
A Case for 3D Integrated System Design for Neuromorphic Computing & AI Applications Eren Kurshan H. Li Mingoo Seok Yuan Xie 34 4 0 02 Mar 2021
Combining Spiking Neural Network and Artificial Neural Network for Enhanced Image Classification Naoya Muramatsu Haiyun Yu 11 3 0 21 Feb 2021
Infinite-dimensional Folded-in-time Deep Neural Networks Florian Stelzer H. Berlin ODL AI4CE 30 0 0 08 Jan 2021
Semantics for Robotic Mapping, Perception and Interaction: A Survey Sourav Garg Niko Sünderhauf Feras Dayoub D. Morrison Akansel Cosgun ... Tat-Jun Chin Ian Reid Stephen Gould Peter Corke Michael Milford 26 115 0 02 Jan 2021
Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead Maurizio Capra Beatrice Bussolino Alberto Marchisio Guido Masera Maurizio Martina Muhammad Shafique BDL 59 140 0 21 Dec 2020
Understanding Attention: In Minds and Machines S. P. Sawant Shruti Singh 16 1 0 04 Dec 2020
Monadic Pavlovian associative learning in a backpropagation-free photonic network James Y. S. Tan Zengguang Cheng J. Feldmann Xuan Li Nathan Youngblood U. E. Ali David Wright W. Pernice H. Bhaskaran 11 13 0 30 Nov 2020
PeleNet: A Reservoir Computing Framework for Loihi Carlo Michaelis 9 3 0 24 Nov 2020
Deep Neural Networks using a Single Neuron: Folded-in-Time Architecture using Feedback-Modulated Delay Loops Florian Stelzer André Röhm Raul Vicente Ingo Fischer University of Tartu AI4CE 19 46 0 19 Nov 2020
Revising the classic computing paradigm and its technological implementations János Végh 11 7 0 16 Nov 2020
RANC: Reconfigurable Architecture for Neuromorphic Computing J. Mack Ruben Purdy K. Rockowitz Michael Inouye Edward Richter ... Nirmal Kumbhare M. S. Hassan Kaitlin L. Fair John Mixter Ali Akoglu 26 22 0 01 Nov 2020
Optoelectronic Intelligence J. Shainline GNN 33 24 0 17 Oct 2020
An Analysis of Alternating Direction Method of Multipliers for Feed-forward Neural Networks Seyedeh Niusha Alavi Foumani Ce Guo Wayne Luk 6 1 0 06 Sep 2020