XC-NAS: A New Cellular Encoding Approach for Neural Architecture Search of Multi-path Convolutional Neural Networks

no code implementations • 12 Dec 2023 • Trevor Londt, Xiaoying Gao, Peter Andreae, Yi Mei

This paper introduces a new CE representation and algorithm capable of evolving novel multi-path CNN architectures of varying depth, width, and complexity for image and text classification tasks.

Neural Architecture Search text-classification +1

Evolving Character-Level DenseNet Architectures using Genetic Programming

no code implementations • 3 Dec 2020 • Trevor Londt, Xiaoying Gao, Peter Andreae

Results indicate that the algorithm evolves performant models for both datasets that outperform two of the state-of-the-art models in terms of model accuracy and three of the state-of-the-art models in terms of parameter size.

General Classification Image Classification +2

Evolving Character-level Convolutional Neural Networks for Text Classification

no code implementations • 3 Dec 2020 • Trevor Londt, Xiaoying Gao, Bing Xue, Peter Andreae

Researchers have not applied EDL techniques to search the architecture space of char-CNNs for text classification tasks.

General Classification text-classification +1