On-Chip Learning with Memristor-Based Neural Networks: Assessing Accuracy and Efficiency Under Device Variations, Conductance Errors, and Input Noise
Fuente:
arXiv
Guardado en:
| Autores principales: | Eslami, M. Reza, Biswas, Dhiman, Takhtardeshir, Soheib, Sharif, Sarah S., Banad, Yaser M. |
|---|---|
| Formato: | Preprint |
| Publicado: |
2024
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
Neuromorphic Digital-Twin-based Controller for Indoor Multi-UAV Systems Deployment
por: Ahmadvand, Reza, et al.
Publicado: (2025)
por: Ahmadvand, Reza, et al.
Publicado: (2025)
A Unified Phase-native Computational Principle Governs Hippocampal Spike Timing and Neural Coding
por: Ahmadvand, Reza, et al.
Publicado: (2026)
por: Ahmadvand, Reza, et al.
Publicado: (2026)
Neuromorphic Robust Estimation of Nonlinear Dynamical Systems Applied to Satellite Rendezvous
por: Ahmadvand, Reza, et al.
Publicado: (2024)
por: Ahmadvand, Reza, et al.
Publicado: (2024)
A Cloud-Edge Framework for Energy-Efficient Event-Driven Control: An Integration of Online Supervised Learning, Spiking Neural Networks and Local Plasticity Rules
por: Ahmadvand, Reza, et al.
Publicado: (2024)
por: Ahmadvand, Reza, et al.
Publicado: (2024)
Ultra-Low-Power Spiking Neurons in 7 nm FinFET Technology: A Comparative Analysis of Leaky Integrate-and-Fire, Morris-Lecar, and Axon-Hillock Architectures
por: Larsh, Logan, et al.
Publicado: (2025)
por: Larsh, Logan, et al.
Publicado: (2025)
A Multiplication-Free Spike-Time Learning Algorithm and its Efficient FPGA Implementation for On-Chip SNN Training
por: Mirsadeghi, Maryam, et al.
Publicado: (2026)
por: Mirsadeghi, Maryam, et al.
Publicado: (2026)
Spatiotemporal Radar Gesture Recognition with Hybrid Spiking Neural Networks: Balancing Accuracy and Efficiency
por: Mazzieri, Riccardo, et al.
Publicado: (2025)
por: Mazzieri, Riccardo, et al.
Publicado: (2025)
Topology Optimization of Random Memristors for Input-Aware Dynamic SNN
por: Wang, Bo, et al.
Publicado: (2024)
por: Wang, Bo, et al.
Publicado: (2024)
On-Chip Learning via Transformer In-Context Learning
por: Finkbeiner, Jan, et al.
Publicado: (2024)
por: Finkbeiner, Jan, et al.
Publicado: (2024)
A Flexible Job Shop Scheduling Problem Involving Reconfigurable Machine Tools Under Industry 5.0
por: Bakhshi-Khaniki, Hessam, et al.
Publicado: (2024)
por: Bakhshi-Khaniki, Hessam, et al.
Publicado: (2024)
Accelerated Discovery of Vanadium Oxide Compositions: A WGAN-VAE Framework for Materials Design
por: Ebrahimzadeh, Danial, et al.
Publicado: (2025)
por: Ebrahimzadeh, Danial, et al.
Publicado: (2025)
Improving CMA-ES Convergence Speed, Efficiency, and Reliability in Noisy Robot Optimization Problems
por: Martin, Russell M., et al.
Publicado: (2026)
por: Martin, Russell M., et al.
Publicado: (2026)
Artificial Cardiac Conduction System: Simulating Heart Function for Advanced Computational Problem Solving
por: Omer, Rebaz Mohammed Dler, et al.
Publicado: (2024)
por: Omer, Rebaz Mohammed Dler, et al.
Publicado: (2024)
Cascading CMA-ES Instances for Generating Input-diverse Solution Batches
por: Santoni, Maria Laura, et al.
Publicado: (2025)
por: Santoni, Maria Laura, et al.
Publicado: (2025)
Noise Adaptor: Enhancing Low-Latency Spiking Neural Networks through Noise-Injected Low-Bit ANN Conversion
por: Li, Chen, et al.
Publicado: (2024)
por: Li, Chen, et al.
Publicado: (2024)
CMA-ES with Adaptive Reevaluation for Multiplicative Noise
por: Uchida, Kento, et al.
Publicado: (2024)
por: Uchida, Kento, et al.
Publicado: (2024)
GARA: A novel approach to Improve Genetic Algorithms' Accuracy and Efficiency by Utilizing Relationships among Genes
por: Shi, Zhaoning, et al.
Publicado: (2024)
por: Shi, Zhaoning, et al.
Publicado: (2024)
Spiking Neural Networks with Consistent Mapping Relations Allow High-Accuracy Inference
por: Li, Yang, et al.
Publicado: (2024)
por: Li, Yang, et al.
Publicado: (2024)
Analysis and Fully Memristor-based Reservoir Computing for Temporal Data Classification
por: Singh, Ankur, et al.
Publicado: (2024)
por: Singh, Ankur, et al.
Publicado: (2024)
Evolutionary Algorithms Are Significantly More Robust to Noise When They Ignore It
por: Antipov, Denis, et al.
Publicado: (2024)
por: Antipov, Denis, et al.
Publicado: (2024)
An Error Discovery and Correction for the Family of V-Shaped BPSO Algorithms
por: Zhao, Qing, et al.
Publicado: (2024)
por: Zhao, Qing, et al.
Publicado: (2024)
Impact of Surrogate Model Accuracy on Performance and Model Management Strategy in Surrogate-Assisted Evolutionary Algorithms
por: Hanawa, Yuki, et al.
Publicado: (2025)
por: Hanawa, Yuki, et al.
Publicado: (2025)
An Adaptive Re-evaluation Method for Evolution Strategy under Additive Noise
por: Dinu, Catalin-Viorel, et al.
Publicado: (2024)
por: Dinu, Catalin-Viorel, et al.
Publicado: (2024)
Memristor-Based Spiking Neural Network Accelerator for Bio-inspired Interception Task
por: Qu, Qianhou, et al.
Publicado: (2026)
por: Qu, Qianhou, et al.
Publicado: (2026)
An On-Chip Trainable Neuron Circuit for SFQ-Based Spiking Neural Networks
por: Ucpinar, Beyza Zeynep, et al.
Publicado: (2023)
por: Ucpinar, Beyza Zeynep, et al.
Publicado: (2023)
SNNF: An SNN-based Near-Sensor Noise Filter for Dynamic Vision Sensors
por: Yang, Yahan, et al.
Publicado: (2026)
por: Yang, Yahan, et al.
Publicado: (2026)
Bishop: Sparsified Bundling Spiking Transformers on Heterogeneous Cores with Error-Constrained Pruning
por: Xu, Boxun, et al.
Publicado: (2025)
por: Xu, Boxun, et al.
Publicado: (2025)
Language Model Crossover: Variation through Few-Shot Prompting
por: Meyerson, Elliot, et al.
Publicado: (2023)
por: Meyerson, Elliot, et al.
Publicado: (2023)
Neuromorphic Circuit Simulation with Memristors: Design and Evaluation Using MemTorch for MNIST and CIFAR
por: Souto, Julio, et al.
Publicado: (2024)
por: Souto, Julio, et al.
Publicado: (2024)
Exploring the Noise Resilience of Successor Features and Predecessor Features Algorithms in One and Two-Dimensional Environments
por: Lee, Hyunsu
Publicado: (2023)
por: Lee, Hyunsu
Publicado: (2023)
Assessing an evolutionary search engine for small language models, prompts, and evaluation metrics
por: Lopes, Cláudio Lúcio do Val, et al.
Publicado: (2025)
por: Lopes, Cláudio Lúcio do Val, et al.
Publicado: (2025)
Input Invex Neural Network
por: Sapkota, Suman, et al.
Publicado: (2021)
por: Sapkota, Suman, et al.
Publicado: (2021)
Converting High-Performance and Low-Latency SNNs through Explicit Modelling of Residual Error in ANNs
por: Huang, Zhipeng, et al.
Publicado: (2024)
por: Huang, Zhipeng, et al.
Publicado: (2024)
RNC: Efficient RRAM-aware NAS and Compilation for DNNs on Resource-Constrained Edge Devices
por: Loong, Kam Chi, et al.
Publicado: (2024)
por: Loong, Kam Chi, et al.
Publicado: (2024)
TSkips: Efficiency Through Explicit Temporal Delay Connections in Spiking Neural Networks
por: Malettira, Prajna G., et al.
Publicado: (2024)
por: Malettira, Prajna G., et al.
Publicado: (2024)
The Potential of Combined Learning Strategies to Enhance Energy Efficiency of Spiking Neuromorphic Systems
por: Sichani, Ali Shiri, et al.
Publicado: (2024)
por: Sichani, Ali Shiri, et al.
Publicado: (2024)
Neuromorphic Circuits with Spiking Astrocytes for Increased Energy Efficiency, Fault Tolerance, and Memory Capacitance
por: Yunusoglu, Aybars, et al.
Publicado: (2025)
por: Yunusoglu, Aybars, et al.
Publicado: (2025)
A Predefined-Time Convergent and Noise-Tolerant Zeroing Neural Network Model for Time Variant Quadratic Programming With Application to Robot Motion Planning
por: Yang, Yi, et al.
Publicado: (2024)
por: Yang, Yi, et al.
Publicado: (2024)
Preliminary Results of Neuromorphic Controller Design and a Parkinson's Disease Dataset Building for Closed-Loop Deep Brain Stimulation
por: Biswas, Ananna, et al.
Publicado: (2024)
por: Biswas, Ananna, et al.
Publicado: (2024)
Contrastive Learning in Memristor-based Neuromorphic Systems
por: Merkel, Cory, et al.
Publicado: (2024)
por: Merkel, Cory, et al.
Publicado: (2024)
Ejemplares similares
-
Neuromorphic Digital-Twin-based Controller for Indoor Multi-UAV Systems Deployment
por: Ahmadvand, Reza, et al.
Publicado: (2025) -
A Unified Phase-native Computational Principle Governs Hippocampal Spike Timing and Neural Coding
por: Ahmadvand, Reza, et al.
Publicado: (2026) -
Neuromorphic Robust Estimation of Nonlinear Dynamical Systems Applied to Satellite Rendezvous
por: Ahmadvand, Reza, et al.
Publicado: (2024) -
A Cloud-Edge Framework for Energy-Efficient Event-Driven Control: An Integration of Online Supervised Learning, Spiking Neural Networks and Local Plasticity Rules
por: Ahmadvand, Reza, et al.
Publicado: (2024) -
Ultra-Low-Power Spiking Neurons in 7 nm FinFET Technology: A Comparative Analysis of Leaky Integrate-and-Fire, Morris-Lecar, and Axon-Hillock Architectures
por: Larsh, Logan, et al.
Publicado: (2025)