membrane potential

Optimization Method for Surrogate Function in Spiking Neural Networks Based on Membrane Potential Distribution AAAI 2026 Stabilizing Direct Training of Spiking Neural Networks: Membrane Potential Initialization and Threshold-robust Surrogate Gradient WACV 2026 Adaptive Gradient Learning for Spiking Neural Networks by Exploiting Membrane Potential Dynamics IJCAI 2025 DeepTAGE: Deep Temporal-Aligned Gradient Enhancement for Optimizing Spiking Neural Networks ICLR 2025 ILIF: Temporal Inhibitory Leaky Integrate-and-Fire Neuron for Overactivation in Spiking Neural Networks IJCAI 2025 Rethinking Spiking Neural Networks from an Ensemble Learning Perspective ICLR 2025 A Progressive Training Framework for Spiking Neural Networks with Learnable Multi-hierarchical Model ICLR 2024 FEEL-SNN: Robust Spiking Neural Networks with Frequency Encoding and Evolutionary Leak Factor NeurIPS 2024 Learning a Spiking Neural Network for Efficient Image Deraining IJCAI 2024 LM-HT SNN: Enhancing the Performance of SNN to ANN Counterpart through Learnable Multi-hierarchical Threshold Model NeurIPS 2024 Rethinking the Membrane Dynamics and Optimization Objectives of Spiking Neural Networks NeurIPS 2024 TAB: Temporal Accumulated Batch Normalization in Spiking Neural Networks ICLR 2024 Bridging the Gap between ANNs and SNNs by Calibrating Offset Spikes ICLR 2023 Efficient Converted Spiking Neural Network for 3D and 2D Classification ICCV 2023 Inherent Redundancy in Spiking Neural Networks ICCV 2023 Learnable Surrogate Gradient for Direct Training Spiking Neural Networks IJCAI 2023 Membrane Potential Batch Normalization for Spiking Neural Networks ICCV 2023 Reducing ANN-SNN Conversion Error through Residual Membrane Potential AAAI 2023 RMP-Loss: Regularizing Membrane Potential Distribution for Spiking Neural Networks ICCV 2023 Event-Based Video Reconstruction via Potential-Assisted Spiking Neural Network CVPR 2022 Optimized Potential Initialization for Low-Latency Spiking Neural Networks AAAI 2022 Spiking Neural Networks with Improved Inherent Recurrence Dynamics for Sequential Learning AAAI 2022 RMP-SNN: Residual Membrane Potential Neuron for Enabling Deeper High-Accuracy and Low-Latency Spiking Neural Network CVPR 2020 Fast and Accurate Classification with a Multi-Spike Learning Algorithm for Spiking Neurons IJCAI 2019 MPD-AL: An Efficient Membrane Potential Driven Aggregate-Label Learning Algorithm for Spiking Neurons AAAI 2019