leaky integrate-and-fire

Stabilizing Spiking Neurons Through Biologically Inspired Polarization AAAI 2026 Efficient Parallel Training Methods for Spiking Neural Networks with Constant Time Complexity ICML 2025 Time to Spike? Understanding the Representational Power of Spiking Neural Networks in Discrete Time ICML 2025 TS-LIF: A Temporal Segment Spiking Neuron Network for Time Series Forecasting ICLR 2025 A Progressive Training Framework for Spiking Neural Networks with Learnable Multi-hierarchical Model ICLR 2024 EnOF-SNN: Training Accurate Spiking Neural Networks via Enhancing the Output Feature NeurIPS 2024 TC-LIF: A Two-Compartment Spiking Neuron Model for Long-Term Sequential Modelling AAAI 2024 Biologically plausible solutions for spiking networks with efficient coding NeurIPS 2022 GLIF: A Unified Gated Leaky Integrate-and-Fire Neuron for Spiking Neural Networks NeurIPS 2022 Spiking Neural Networks with Improved Inherent Recurrence Dynamics for Sequential Learning AAAI 2022 Incorporating Learnable Membrane Time Constant To Enhance Learning of Spiking Neural Networks ICCV 2021 Online Learning Of Neural Computations From Sparse Temporal Feedback NeurIPS 2021 Direct Training for Spiking Neural Networks: Faster, Larger, Better AAAI 2019 MPD-AL: An Efficient Membrane Potential Driven Aggregate-Label Learning Algorithm for Spiking Neurons AAAI 2019 TDSNN: From Deep Neural Networks to Deep Spike Neural Networks with Temporal-Coding AAAI 2019 Towards a learning-theoretic analysis of spike-timing dependent plasticity NeurIPS 2012