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Language model crossover: Variation through few-shot prompting
This article pursues the insight that language models naturally enable an intelligent variation
operator similar in spirit to evolutionary crossover. In particular, language models of …
operator similar in spirit to evolutionary crossover. In particular, language models of …
Small solutions for real-world symbolic regression using denoising autoencoder genetic programming
Abstract Denoising Autoencoder Genetic Programming (DAE-GP) is a model-based
evolutionary algorithm that uses denoising autoencoder long short-term memory networks …
evolutionary algorithm that uses denoising autoencoder long short-term memory networks …
Denoising autoencoder genetic programming: strategies to control exploration and exploitation in search
Denoising autoencoder genetic programming (DAE-GP) is a novel neural network-based
estimation of distribution genetic programming approach that uses denoising autoencoder …
estimation of distribution genetic programming approach that uses denoising autoencoder …
Transformer Semantic Genetic Programming for Symbolic Regression
In standard genetic programming (stdGP), solutions are varied by modifying their syntax,
with uncertain effects on their semantics. Geometric-semantic genetic programming (GSGP) …
with uncertain effects on their semantics. Geometric-semantic genetic programming (GSGP) …
Pretraining reduces runtime in denoising autoencoder genetic programming by an order of magnitude
Denoising autoencoder genetic programming (DAE-GP) is an estimation of distribution
genetic programming (EDA-GP) algorithm. It uses denoising autoencoder long short-term …
genetic programming (EDA-GP) algorithm. It uses denoising autoencoder long short-term …
Denoising autoencoder genetic programming for real-world symbolic regression
Denoising Autoencoder Genetic Programming (DAE-GP) is a novel neural-network based
estimation of distribution genetic programming algorithm that uses denoising autoencoder …
estimation of distribution genetic programming algorithm that uses denoising autoencoder …
Tree Variational Autoencoder for Code
Autoencoder models of source code are an emerging alternative to autoregressive large
language models with important benefits for genetic improvement of software. We …
language models with important benefits for genetic improvement of software. We …