Characterization of Generalizability of Spike Timing Dependent
Plasticity trained Spiking Neural Networks

Characterization of Generalizability of Spike Timing Dependent Plasticity trained Spiking Neural Networks

31 May 2021

Biswadeep Chakraborty

Saibal Mukhopadhyay

Papers citing "Characterization of Generalizability of Spike Timing Dependent Plasticity trained Spiking Neural Networks"

15 / 15 papers shown

Title
Fractal Structure and Generalization Properties of Stochastic Optimization Algorithms A. Camuto George Deligiannidis Murat A. Erdogdu Mert Gurbuzbalaban Umut cSimcsekli Lingjiong Zhu 51 29 0 09 Jun 2021
Anomalous diffusion dynamics of learning in deep neural networks Guozhang Chen Chengqing Qu P. Gong 110 21 0 22 Sep 2020
Hausdorff Dimension, Heavy Tails, and Generalization in Neural Networks Umut Simsekli Ozan Sener George Deligiannidis Murat A. Erdogdu 71 56 0 16 Jun 2020
The Heavy-Tail Phenomenon in SGD Mert Gurbuzbalaban Umut Simsekli Lingjiong Zhu 45 126 0 08 Jun 2020
Fractional Underdamped Langevin Dynamics: Retargeting SGD with Momentum under Heavy-Tailed Gradient Noise Umut Simsekli Lingjiong Zhu Yee Whye Teh Mert Gurbuzbalaban 50 49 0 13 Feb 2020
Can SGD Learn Recurrent Neural Networks with Provable Generalization? Zeyuan Allen-Zhu Yuanzhi Li MLT LRM 144 57 0 04 Feb 2019
A Tail-Index Analysis of Stochastic Gradient Noise in Deep Neural Networks Umut Simsekli Levent Sagun Mert Gurbuzbalaban 85 247 0 18 Jan 2019
Learning and Generalization in Overparameterized Neural Networks, Going Beyond Two Layers Zeyuan Allen-Zhu Yuanzhi Li Yingyu Liang MLT 183 769 0 12 Nov 2018
Bio-inspired digit recognition using reward-modulated spike-timing-dependent plasticity in deep convolutional networks Milad Mozafari M. Ganjtabesh A. Nowzari-Dalini S. Thorpe T. Masquelier 51 159 0 31 Mar 2018
Comparing Dynamics: Deep Neural Networks versus Glassy Systems Marco Baity-Jesi Levent Sagun Mario Geiger S. Spigler Gerard Ben Arous C. Cammarota Yann LeCun Matthieu Wyart Giulio Biroli AI4CE 97 114 0 19 Mar 2018
Generalization in Deep Learning Kenji Kawaguchi L. Kaelbling Yoshua Bengio ODL 86 459 0 16 Oct 2017
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 276 8,878 0 25 Aug 2017
Exploring Generalization in Deep Learning Behnam Neyshabur Srinadh Bhojanapalli David A. McAllester Nathan Srebro FAtt 143 1,255 0 27 Jun 2017
ASP: Learning to Forget with Adaptive Synaptic Plasticity in Spiking Neural Networks Priyadarshini Panda Jason M. Allred S. Ramanathan Kaushik Roy 46 49 0 22 Mar 2017
STDP-based spiking deep convolutional neural networks for object recognition Saeed Reza Kheradpisheh M. Ganjtabesh S. Thorpe T. Masquelier 62 405 0 04 Nov 2016