home/categories/machine-learning/ecnu-icalk-autoskill-skillbank-convskill-english-gpt4-8-glm4-7-gnn-ppo-continuous-stability-entropy-skill-md
machine-learningdata-ai

gnn-ppo-continuous-stability-entropy

Implements a PPO agent utilizing a Graph Neural Network (GNN) for state embeddings and continuous action spaces. The policy update integrates a custom stability loss based on node features and an entropy regularization term, ensuring efficient computation and stable training.

ECNU-ICALK
maintainer
ECNU-ICALK
Updated 3/13/2026
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quick start

Installation and usage

Implements a PPO agent utilizing a Graph Neural Network (GNN) for state embeddings and continuous action spaces. The policy update integrates a custom stability loss based on node features and an entropy regularization term, ensuring efficient computation and stable training.

Installation
$ install --globalskills.sh
Usage

Once installed, you can use this skill by running the following command in your terminal:

skills use gnn-ppo-continuous-stability-entropy