Efficient Neural Network Architectures

This cluster focuses on innovations in neural network architectures aimed at improving computational efficiency. It includes studies on various efficient designs and practical guidelines for constructing neural networks.

architectural efficiency

neural networks

computational performance

CNN design

model optimization

4,788 papers

Parent topic: Neural Network Architectures and Techniques

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Papers Over Time

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Top Papers

An Introduction To Computing With Neural Nets

1987 · 5,118 citations

ShuffleNet V2: Practical Guidelines For Efficient CNN Architecture Design

2018 · 3,400 citations

Understanding Of A Convolutional Neural Network

2017 · 2,588 citations

Efficient Processing Of Deep Neural Networks: A Tutorial And Survey

2017 · 2,551 citations

MnasNet: Platform-Aware Neural Architecture Search For Mobile

2019 · 1,731 citations

Storing Infinite Numbers Of Patterns In A Spin-Glass Model Of Neural Networks

1985 · 861 citations

Neocognitron: A Hierarchical Neural Network Capable Of Visual Pattern Recognition

1988 · 830 citations

Deep, Big, Simple Neural Nets For Handwritten Digit Recognition

2010 · 690 citations

Application Of A Time-Delay Neural Network To Promoter Annotation In The Drosophila Melanogaster Genome

2001 · 656 citations

PackNet: Adding Multiple Tasks To A Single Network By Iterative Pruning

2018 · 635 citations

Long Short-Term Memory-Networks For Machine Reading

2016 · 616 citations

2017 · 595 citations

Automatically Designing CNN Architectures Using The Genetic Algorithm For Image Classification

2020 · 555 citations

A Consideration Of Neural Counting Methods

1992 · 523 citations

Auto-Keras: An Efficient Neural Architecture Search System

2019 · 513 citations

Conceptual Understanding Of Convolutional Neural Network- A Deep Learning Approach

2018 · 456 citations

Neuralnet: Training Of Neural Networks

2010 · 447 citations

Structured Pruning Of Deep Convolutional Neural Networks

2017 · 414 citations

Training A 3-Node Neural Network Is NP-complete

1992 · 362 citations

A Configurable Cloud-Scale DNN Processor For Real-Time AI

2018 · 360 citations