conftrace_

surrogate gradient

31 papers

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Also known as

SG

Co-occurring keywords

spiking neural network (331) neuromorphic computing (95) energy efficiency (138) neural network optimization (1293) membrane potential (24) gradient vanishing (29) backpropagation through time (19) neuromorphic hardware (26) image classification (1944) rate coding (5)

Papers

Stabilizing Direct Training of Spiking Neural Networks: Membrane Potential Initialization and Threshold-robust Surrogate Gradient WACV 2026
MPD-SGR: Robust Spiking Neural Networks with Membrane Potential Distribution-Driven Surrogate Gradient Regularization AAAI 2026
DS-ATGO: Dual-Stage Synergistic Learning via Forward Adaptive Threshold and Backward Gradient Optimization for Spiking Neural Networks AAAI 2026
ILIF: Temporal Inhibitory Leaky Integrate-and-Fire Neuron for Overactivation in Spiking Neural Networks IJCAI 2025
Adaptive Gradient Learning for Spiking Neural Networks by Exploiting Membrane Potential Dynamics IJCAI 2025
Towards Effective and Sparse Adversarial Attack on Spiking Neural Networks via Breaking Invisible Surrogate Gradients CVPR 2025
Take A Shortcut Back: Mitigating the Gradient Vanishing for Training Spiking Neural Networks NIPS 2024
Shrinking Your TimeStep: Towards Low-Latency Neuromorphic Object Recognition with Spiking Neural Networks AAAI 2024
Advancing Training Efficiency of Deep Spiking Neural Networks through Rate-based Backpropagation NIPS 2024
Learnable Surrogate Gradient for Direct Training Spiking Neural Networks IJCAI 2023
EICIL: Joint Excitatory Inhibitory Cycle Iteration Learning for Deep Spiking Neural Networks NIPS 2023
A Unified Optimization Framework of ANN-SNN Conversion: Towards Optimal Mapping from Activation Values to Firing Rates ICML 2023
Deep Directly-Trained Spiking Neural Networks for Object Detection ICCV 2023
Towards Memory- and Time-Efficient Backpropagation for Training Spiking Neural Networks ICCV 2023
SSF: Accelerating Training of Spiking Neural Networks with Stabilized Spiking Flow ICCV 2023
Adaptive Smoothing Gradient Learning for Spiking Neural Networks ICML 2023
Direct Training of SNN using Local Zeroth Order Method NIPS 2023
Surrogate Module Learning: Reduce the Gradient Error Accumulation in Training Spiking Neural Networks ICML 2023
Rate Gradient Approximation Attack Threats Deep Spiking Neural Networks CVPR 2023
RecDis-SNN: Rectifying Membrane Potential Distribution for Directly Training Spiking Neural Networks CVPR 2022
Training High-Performance Low-Latency Spiking Neural Networks by Differentiation on Spike Representation CVPR 2022
Temporal Effective Batch Normalization in Spiking Neural Networks NIPS 2022
IM-Loss: Information Maximization Loss for Spiking Neural Networks NIPS 2022
Online Training Through Time for Spiking Neural Networks NIPS 2022
Differentiable hierarchical and surrogate gradient search for spiking neural networks NIPS 2022