From 7824c93cb062506cf0b3c98138dc2286d0794d6b Mon Sep 17 00:00:00 2001 From: duiyipan Date: Wed, 6 Nov 2024 17:31:48 +0800 Subject: [PATCH] add sela example --- examples/sela/README.md | 9 +++++++++ 1 file changed, 9 insertions(+) create mode 100644 examples/sela/README.md diff --git a/examples/sela/README.md b/examples/sela/README.md new file mode 100644 index 000000000..277b57292 --- /dev/null +++ b/examples/sela/README.md @@ -0,0 +1,9 @@ +# SELA: Tree-Search Enhanced LLM Agents for Automated Machine Learning + + +Official implementation for paper [SELA: Tree-Search Enhanced LLM Agents for Automated Machine Learning](https://arxiv.org/abs/2410.17238). + + +SELA is an innovative system that enhances Automated Machine Learning (AutoML) by integrating Monte Carlo Tree Search (MCTS) with LLM-based agents. Traditional AutoML methods often generate low-diversity and suboptimal code, limiting their effectiveness in model selection and ensembling. SELA addresses these challenges by representing pipeline configurations as trees, enabling agents to intelligently explore the solution space and iteratively refine their strategies based on experimental feedback. + +For more details, please visit the [SELA path](..\..\metagpt\ext\sela\README.md).