Copertina

Lightweight LIF-only SNN accelerator using differential time encoding

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Windhager, Daniel, Ratschbacher, Lothar, Moser, Bernhard A., Lunglmayr, Michael
Natura:	Preprint
Pubblicazione:	2025
Soggetti:	Neural and Evolutionary Computing Signal Processing
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

Spiking Neural Network Accelerator Architecture for Differential-Time Representation using Learned Encoding
di: Windhager, Daniel, et al.
Pubblicazione: (2025)

Linearized Bregman Iterations for Sparse Spiking Neural Networks
di: Windhager, Daniel, et al.
Pubblicazione: (2026)

On the Sampling Sparsity of Neuromorphic Analog-to-Spike Conversion based on Leaky Integrate-and-Fire
di: Moser, Bernhard A., et al.
Pubblicazione: (2024)

Integrate-and-Fire from a Mathematical and Signal Processing Perspective
di: Moser, Bernhard A., et al.
Pubblicazione: (2025)

On Leaky-Integrate-and Fire as Spike-Train-Quantization Operator on Dirac-Superimposed Continuous-Time Signals
di: Moser, Bernhard A., et al.
Pubblicazione: (2024)

LightSNN: Lightweight Architecture Search for Sparse and Accurate Spiking Neural Networks
di: Abdennadher, Yesmine, et al.
Pubblicazione: (2025)

Spiking Neural Networks in the Alexiewicz Topology: A New Perspective on Analysis and Error Bounds
di: Moser, Bernhard A., et al.
Pubblicazione: (2023)

Solving Complex Multi-UAV Mission Planning Problems using Multi-objective Genetic Algorithms
di: Ramirez-Atencia, Cristian, et al.
Pubblicazione: (2024)

Efficient FPGA-accelerated Convolutional Neural Networks for Cloud Detection on CubeSats
di: Cratere, Angela, et al.
Pubblicazione: (2025)

Subject Specific Deep Learning Model for Motor Imagery Direction Decoding
di: Parashiva, Praveen K., et al.
Pubblicazione: (2025)

SparrowSNN: A Hardware/software Co-design for Energy Efficient ECG Classification
di: Yan, Zhanglu, et al.
Pubblicazione: (2024)

A Differential Evolution Algorithm with Neighbor-hood Mutation for DOA Estimation
di: Zhou, Bo, et al.
Pubblicazione: (2025)

Hi-WaveTST: A Hybrid High-Frequency Wavelet-Transformer for Time-Series Classification
di: Goksu, Huseyin
Pubblicazione: (2025)

A brain-inspired generative model for EEG-based cognitive state identification
di: Hu, Bin, et al.
Pubblicazione: (2025)

Spatio-Temporal Cluster-Triggered Encoding for Spiking Neural Networks
di: Hu, Minchi
Pubblicazione: (2025)

An Asynchronous Mixed-Signal Resonate-and-Fire Neuron
di: Leo, Giuseppe, et al.
Pubblicazione: (2025)

Encoding Optimization for Low-Complexity Spiking Neural Network Equalizers in IM/DD Systems
di: Edelmann, Eike-Manuel, et al.
Pubblicazione: (2025)

Aerial Secure Collaborative Communications under Eavesdropper Collusion in Low-altitude Economy: A Generative Swarm Intelligent Approach
di: Li, Jiahui, et al.
Pubblicazione: (2025)

Event-based Neural Spike Detection Using Spiking Neural Networks for Neuromorphic iBMI Systems
di: Hwang, Chanwook, et al.
Pubblicazione: (2025)

Neuromorphic FPGA Design for Digital Signal Processing
di: London, Justin
Pubblicazione: (2026)

A 1.6-fJ/Spike Subthreshold Analog Spiking Neuron in 28 nm CMOS
di: Besrour, Marwan, et al.
Pubblicazione: (2024)

A Primer on Evolutionary Frameworks for Near-Field Multi-Source Localization
di: Mousavirad, Seyed Jalaleddin, et al.
Pubblicazione: (2026)

SpikePipe: Accelerated Training of Spiking Neural Networks via Inter-Layer Pipelining and Multiprocessor Scheduling
di: Sanjeet, Sai, et al.
Pubblicazione: (2024)

Leveraging Non-Equilibrium ECRAM Dynamics for Short-Term Plasticity in Neuromorphic Circuits
di: Currie, Alex, et al.
Pubblicazione: (2026)

Neuromorphic Split Computing with Wake-Up Radios: Architecture and Design via Digital Twinning
di: Chen, Jiechen, et al.
Pubblicazione: (2024)

Intelligent machines work in unstructured environments by differential neuromorphic computing
di: Wang, Shengbo, et al.
Pubblicazione: (2023)

Quantization in Spiking Neural Networks
di: Moser, Bernhard A., et al.
Pubblicazione: (2023)

Low-power SNN-based audio source localisation using a Hilbert Transform spike encoding scheme
di: Haghighatshoar, Saeid, et al.
Pubblicazione: (2024)

EventF2S: Asynchronous and Sparse Spiking AER Framework using Neuromorphic-Friendly Algorithm
di: Annamalai, Lakshmi, et al.
Pubblicazione: (2024)

Towards a tailored mixed-precision sub-8-bit quantization scheme for Gated Recurrent Units using Genetic Algorithms
di: Miccini, Riccardo, et al.
Pubblicazione: (2024)

Synaptogen: A cross-domain generative device model for large-scale neuromorphic circuit design
di: Hennen, Tyler, et al.
Pubblicazione: (2024)

On the Solvability of the {XOR} Problem by Spiking Neural Networks
di: Moser, Bernhard A., et al.
Pubblicazione: (2024)

Rethinking SNN Online Training and Deployment: Gradient-Coherent Learning via Hybrid-Driven LIF Model
di: Hao, Zecheng, et al.
Pubblicazione: (2024)

Event-Driven Implementation of a Physical Reservoir Computing Framework for superficial EMG-based Gesture Recognition
di: Ding, Yuqi, et al.
Pubblicazione: (2025)

Explainable Dual-Attention Tabular Transformer for Soil Electrical Resistivity Prediction: A Decision Support Framework for High-Voltage Substation Construction
di: Kongkitkul, Warat, et al.
Pubblicazione: (2025)

Unified Memcapacitor-Memristor Memory for Synaptic Weights and Neuron Temporal Dynamics
di: D'Agostino, Simone, et al.
Pubblicazione: (2025)

Physics Informed Neural Network Estimated Circuit Parameter Adaptive Modulation of DAB
di: Dey, Saikat, et al.
Pubblicazione: (2025)

Adaptive Split-MMD Training for Small-Sample Cross-Dataset P300 EEG Classification
di: Chen, Weiyu, et al.
Pubblicazione: (2025)

The Promise of Spiking Neural Networks for Ubiquitous Computing: A Survey and New Perspectives
di: Sabbella, Hemanth, et al.
Pubblicazione: (2025)

In situ fine-tuning of in silico trained Optical Neural Networks
di: Kosmella, Gianluca, et al.
Pubblicazione: (2025)