Neuromorphic Circuit Simulation with Memristors: Design and Evaluation Using MemTorch for MNIST and CIFAR
Fuente:
arXiv
Saved in:
| Main Authors: | Souto, Julio, Botella, Guillermo, García, Daniel, Murillo, Raúl, del Barrio, Alberto |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
STEMNIST: Spiking Tactile Extended MNIST Neuromorphic Dataset
by: Tripathi, Anubhab, et al.
Published: (2026)
by: Tripathi, Anubhab, et al.
Published: (2026)
hxtorch: PyTorch for BrainScaleS-2 -- Perceptrons on Analog Neuromorphic Hardware
by: Spilger, Philipp, et al.
Published: (2020)
by: Spilger, Philipp, et al.
Published: (2020)
Classifying Images with CoLaNET Spiking Neural Network -- the MNIST Example
by: Kiselev, Mikhail
Published: (2024)
by: Kiselev, Mikhail
Published: (2024)
A Neuromorphic Electronic Nose Design
by: Rastogi, Shavika, et al.
Published: (2024)
by: Rastogi, Shavika, et al.
Published: (2024)
Neuromorphic Circuits with Spiking Astrocytes for Increased Energy Efficiency, Fault Tolerance, and Memory Capacitance
by: Yunusoglu, Aybars, et al.
Published: (2025)
by: Yunusoglu, Aybars, et al.
Published: (2025)
Morphological Cognition: Classifying MNIST Digits Through Morphological Computation Alone
by: Mertan, Alican, et al.
Published: (2025)
by: Mertan, Alican, et al.
Published: (2025)
Contrastive Learning in Memristor-based Neuromorphic Systems
by: Merkel, Cory, et al.
Published: (2024)
by: Merkel, Cory, et al.
Published: (2024)
Investigating Quantum Circuit Designs Using Neuro-Evolution
by: Kar, Devroop, et al.
Published: (2026)
by: Kar, Devroop, et al.
Published: (2026)
Scaling Down Deep Learning with MNIST-1D
by: Greydanus, Sam, et al.
Published: (2020)
by: Greydanus, Sam, et al.
Published: (2020)
Neuromorphic Sequential Arena: A Benchmark for Neuromorphic Temporal Processing
by: Chen, Xinyi, et al.
Published: (2025)
by: Chen, Xinyi, et al.
Published: (2025)
A Compact Gated-Synapse Model for Neuromorphic Circuits
by: Jones, Alexander, et al.
Published: (2020)
by: Jones, Alexander, et al.
Published: (2020)
Neuromorphic Control for 3D Navigation in Minecraft Using Genetic Algorithms
by: Zipor, Eric
Published: (2026)
by: Zipor, Eric
Published: (2026)
Analysis of Generalized Hebbian Learning Algorithm for Neuromorphic Hardware Using Spinnaker
by: Sharma, Shivani, et al.
Published: (2024)
by: Sharma, Shivani, et al.
Published: (2024)
Mem-elements based Neuromorphic Hardware for Neural Network Application
by: Singh, Ankur
Published: (2024)
by: Singh, Ankur
Published: (2024)
Real-Time State Modulation and Acquisition Circuit in Neuromorphic Memristive Systems
by: Wang, Shengbo, et al.
Published: (2024)
by: Wang, Shengbo, et al.
Published: (2024)
A Neuromorphic Implementation of the DBSCAN Algorithm
by: Rizzo, Charles P., et al.
Published: (2024)
by: Rizzo, Charles P., et al.
Published: (2024)
Single Neuromorphic Memristor closely Emulates Multiple Synaptic Mechanisms for Energy Efficient Neural Networks
by: Weilenmann, Christoph, et al.
Published: (2024)
by: Weilenmann, Christoph, et al.
Published: (2024)
YANA: Bridging the Neuromorphic Simulation-to-Hardware Gap
by: Pachideh, Brian, et al.
Published: (2026)
by: Pachideh, Brian, et al.
Published: (2026)
Application of Machine Learning for Correcting Defect-induced Neuromorphic Circuit Inference Errors
by: Sawal, Vedant, et al.
Published: (2025)
by: Sawal, Vedant, et al.
Published: (2025)
Leveraging Non-Equilibrium ECRAM Dynamics for Short-Term Plasticity in Neuromorphic Circuits
by: Currie, Alex, et al.
Published: (2026)
by: Currie, Alex, et al.
Published: (2026)
Scalable Network Emulation on Analog Neuromorphic Hardware
by: Arnold, Elias, et al.
Published: (2024)
by: Arnold, Elias, et al.
Published: (2024)
Laser Fault Injection in Memristor-Based Accelerators for AI/ML and Neuromorphic Computing
by: Rahman, Muhammad Faheemur, et al.
Published: (2025)
by: Rahman, Muhammad Faheemur, et al.
Published: (2025)
Bridging Quantized Artificial Neural Networks and Neuromorphic Hardware
by: Chen, Zhenhui, et al.
Published: (2025)
by: Chen, Zhenhui, et al.
Published: (2025)
Maximizing Information in Neuron Populations for Neuromorphic Spike Encoding
by: Ferdaoussi, Ahmad El, et al.
Published: (2024)
by: Ferdaoussi, Ahmad El, et al.
Published: (2024)
Neuromorphic circuit for temporal odor encoding in turbulent environments
by: Rastogi, Shavika, et al.
Published: (2024)
by: Rastogi, Shavika, et al.
Published: (2024)
Demonstrating the Advantages of Analog Wafer-Scale Neuromorphic Hardware
by: Schmidt, Hartmut, et al.
Published: (2024)
by: Schmidt, Hartmut, et al.
Published: (2024)
Amortized Inference of Neuron Parameters on Analog Neuromorphic Hardware
by: Kaiser, Jakob, et al.
Published: (2026)
by: Kaiser, Jakob, et al.
Published: (2026)
Neuromorphic FPGA Design for Digital Signal Processing
by: London, Justin
Published: (2026)
by: London, Justin
Published: (2026)
jaxsnn: Event-driven Gradient Estimation for Analog Neuromorphic Hardware
by: Müller, Eric, et al.
Published: (2024)
by: Müller, Eric, et al.
Published: (2024)
ON-OFF Neuromorphic ISING Machines using Fowler-Nordheim Annealers
by: Chen, Zihao, et al.
Published: (2024)
by: Chen, Zihao, et al.
Published: (2024)
Genetic Motifs as a Blueprint for Mismatch-Tolerant Neuromorphic Computing
by: Boccato, Tommaso, et al.
Published: (2024)
by: Boccato, Tommaso, et al.
Published: (2024)
Neuromorphic Keyword Spotting with Pulse Density Modulation MEMS Microphones
by: Yarga, Sidi Yaya Arnaud, et al.
Published: (2024)
by: Yarga, Sidi Yaya Arnaud, et al.
Published: (2024)
Energy Aware Development of Neuromorphic Implantables: From Metrics to Action
by: Roque, Enrique Barba, et al.
Published: (2025)
by: Roque, Enrique Barba, et al.
Published: (2025)
A Neuromorphic Model of Learning Meaningful Sequences with Long-Term Memory
by: Iyer, Laxmi R., et al.
Published: (2025)
by: Iyer, Laxmi R., et al.
Published: (2025)
TONUS: Neuromorphic human pose estimation for artistic sound co-creation
by: Lecomte, Jules, et al.
Published: (2025)
by: Lecomte, Jules, et al.
Published: (2025)
More than MACs: Exploring the Role of Neuromorphic Engineering in the Age of LLMs
by: Olin-Ammentorp, Wilkie
Published: (2025)
by: Olin-Ammentorp, Wilkie
Published: (2025)
Finger Force Decoding from Motor Units Activity on Neuromorphic Hardware
by: Baracat, Farah, et al.
Published: (2025)
by: Baracat, Farah, et al.
Published: (2025)
NEXUS: Bit-Exact ANN-to-SNN Equivalence via Neuromorphic Gate Circuits with Surrogate-Free Training
by: Tang, Zhengzheng
Published: (2026)
by: Tang, Zhengzheng
Published: (2026)
Neuromorphic Digital-Twin-based Controller for Indoor Multi-UAV Systems Deployment
by: Ahmadvand, Reza, et al.
Published: (2025)
by: Ahmadvand, Reza, et al.
Published: (2025)
Short-reach Optical Communications: A Real-world Task for Neuromorphic Hardware
by: Arnold, Elias, et al.
Published: (2024)
by: Arnold, Elias, et al.
Published: (2024)
Similar Items
-
STEMNIST: Spiking Tactile Extended MNIST Neuromorphic Dataset
by: Tripathi, Anubhab, et al.
Published: (2026) -
hxtorch: PyTorch for BrainScaleS-2 -- Perceptrons on Analog Neuromorphic Hardware
by: Spilger, Philipp, et al.
Published: (2020) -
Classifying Images with CoLaNET Spiking Neural Network -- the MNIST Example
by: Kiselev, Mikhail
Published: (2024) -
A Neuromorphic Electronic Nose Design
by: Rastogi, Shavika, et al.
Published: (2024) -
Neuromorphic Circuits with Spiking Astrocytes for Increased Energy Efficiency, Fault Tolerance, and Memory Capacitance
by: Yunusoglu, Aybars, et al.
Published: (2025)