From f4a4d60cc4ab14b43dbd8aa8a4a3bb17beb5a719 Mon Sep 17 00:00:00 2001 From: WLS2002 <64534280+WLS2002@users.noreply.github.com> Date: Wed, 27 Mar 2024 10:50:02 +0800 Subject: [PATCH] Update README.md --- README.md | 19 ++++++++++++++++++- 1 file changed, 18 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index eb45a79..c185fef 100644 --- a/README.md +++ b/README.md @@ -16,7 +16,7 @@

## Introduction -🚀TensorNEAT, a part of EvoX project, aims to enhance the NEAT (NeuroEvolution of Augmenting Topologies) algorithm by incorporating GPU acceleration. Utilizing JAX for parallel computations, it extends NEAT's capabilities to modern computational environments, making advanced neuroevolution accessible and fast. +🚀TensorNEAT is an adaptation of the NeuroEvolution of Augmenting Topologies (NEAT) algorithm, focused on harnessing GPU acceleration to enhance the efficiency of evolving neural network structures for complex tasks. Its core mechanism involves the tensorization of network topologies, enabling parallel processing and significantly boosting computational speed and scalability by leveraging modern hardware accelerators. TensorRVEA is compatible with the [EvoX](https://github.com/EMI-Group/evox/) framewrok. ## Requirements TensorNEAT requires: @@ -104,3 +104,20 @@ if __name__ == '__main__': more examples are in `tensorneat/examples`. +## Community & Support + +- Engage in discussions and share your experiences on [GitHub Discussion Board](https://github.com/EMI-Group/evox/discussions). +- Join our QQ group (ID: 297969717). +- Official Website: https://evox.group/ + +## Citing TensorRVEA + +If you use TensorNEAT in your research and want to cite it in your work, please use: +``` +@article{tensorrvea, + title = {{Tensorized} {NeuroEvolution} of {Augmenting} {Topologies} for {GPU} {Acceleration}}, + author = {Wang, Lishuang and Zhao, Mengfei and Liu, Enyu and Sun, Kebin and Cheng, Ran}, + booktitle = {Proceedings of the Genetic and Evolutionary Computation Conference}, + year = {2024}, + series = {GECCO '24} +}