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neuromorphic computing

95 papers

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Co-occurring keywords

spiking neural network (331) energy efficiency (137) neuromorphic hardware (26) surrogate gradient (31) attention mechanism (3975) event camera (289) event-based vision (51) spiking neuron (35) image classification (1943) membrane potential (24)

Papers

IM-Loss: Information Maximization Loss for Spiking Neural Networks NIPS 2022
Training High-Performance Low-Latency Spiking Neural Networks by Differentiation on Spike Representation CVPR 2022
Online Training Through Time for Spiking Neural Networks NIPS 2022
Training Spiking Neural Networks with Event-driven Backpropagation NIPS 2022
AutoSNN: Towards Energy-Efficient Spiking Neural Networks ICML 2022
Short-Term Plasticity Neurons Learning to Learn and Forget ICML 2022
Fully Spiking Variational Autoencoder AAAI 2022
SNN-RAT: Robustness-enhanced Spiking Neural Network through Regularized Adversarial Training NIPS 2022
EvUnroll: Neuromorphic Events Based Rolling Shutter Image Correction CVPR 2022
Sparse Spiking Gradient Descent NIPS 2021
Training Spiking Neural Networks with Accumulated Spiking Flow AAAI 2021
Deep Spiking Neural Network with Neural Oscillation and Spike-Phase Information AAAI 2021
Increasing Liquid State Machine Performance with Edge-of-Chaos Dynamics Organized by Astrocyte-modulated Plasticity NIPS 2021
Pruning of Deep Spiking Neural Networks through Gradient Rewiring IJCAI 2021
Incorporating Learnable Membrane Time Constant To Enhance Learning of Spiking Neural Networks ICCV 2021
Latent Equilibrium: A unified learning theory for arbitrarily fast computation with arbitrarily slow neurons NIPS 2021
Self-Supervised Learning of Event-Based Optical Flow with Spiking Neural Networks NIPS 2021
Training Feedback Spiking Neural Networks by Implicit Differentiation on the Equilibrium State NIPS 2021
Differentiable Spike: Rethinking Gradient-Descent for Training Spiking Neural Networks NIPS 2021
Deep Convolutional Spiking Neural Networks for Keyword Spotting INTERSPEECH 2020
Event-Driven Visual-Tactile Sensing and Learning for Robots RSS 2020
Deep Reinforcement Learning with Population-Coded Spiking Neural Network for Continuous Control CORL 2020
Towards neuromorphic control: A spiking neural network based PID controller for UAV RSS 2020
New Efficient Multi-Spike Learning for Fast Processing and Robust Learning AAAI 2020
Temporal Spike Sequence Learning via Backpropagation for Deep Spiking Neural Networks NIPS 2020