Exploiting Ferroelectric and Spintronic Dynamics for Neural Network Computation
Ferroelectric and spintronic devices, relying on the control of polarization and magnetization, offer intrinsically fast, durable, energy‐efficient, and low‐latency building blocks for analog in‐memory computing. The hysteretic dynamics of an order parameter are leveraged to provide nonvolatile, multistate memory and nonlinear switching. Brain‐inspired
Dashiell Harrison +4 more
wiley +1 more source
Language-assisted multimodal convolutional transformer pipeline for retinal lesions segmentation. [PDF]
Khan W, Alsaffar M, Abrar MF, Hassan T.
europepmc +1 more source
Interpretable Short‐Term Electric Load Forecasting
A temporal fusion transformer is implemented to generate day‐ahead forecasts of the hourly electrical load of a departmentbuilding at an Italian university. A forecasting performance improvement of more than 25% compared with established benchmark models and a provision of inherent robust interpretability insights reveal the potential of this model for
Alessandro Nicola +6 more
wiley +1 more source
Explainable convolutional neural network model provides an alternative genome-wide association perspective on mutations in SARS-CoV-2. [PDF]
Hatami P +6 more
europepmc +1 more source
Energy‐Aware Perturbation Optimization for Memristor‐Array Convolutional Neural Networks
Memristor‐array inference becomes more energy efficient when layer inputs are reshaped before computation. Sinusoidal perturbation encoding with dual‐threshold screening reduces active voltage pulses and contracts ADC input‐current ranges, jointly lowering crossbar and peripheral energy while preserving accuracy across hardware MNIST validation, deep ...
Ao Xu +6 more
wiley +1 more source
Towards neuromorphic neurotechnologies: integrating brain-inspired computing with brain-computer interfaces. [PDF]
Fares H +6 more
europepmc +1 more source
Smart Logistics Model for Supply Chain Management via Brain-Inspired Geometric Deep Networks. [PDF]
Khaleghi M +5 more
europepmc +1 more source
Pixel-level understanding of a world in motion within a neural encoding framework. [PDF]
Gamal M +4 more
europepmc +1 more source
Research on Medical Image Super-Resolution Reconstruction Algorithm Based on Dilated Convolution and Multi-Module Fusion. [PDF]
Xu Z, Guo Y.
europepmc +1 more source
Deep Relevance Hashing for Remote Sensing Image Retrieval. [PDF]
Liu X, Chen X, Zhu G.
europepmc +1 more source

