Module policy_gradient 

Advanced Policy Gradient Optimization with Meta-Gradient Learning

Implementation of cutting-edge policy gradient methods with meta-learning capabilities:

• Meta-gradient learning for automatic learning rate adaptation
• Higher-order optimization dynamics
• Meta-policy networks for learning optimization strategies
• Adaptive curriculum learning across problem classes
• Hierarchical optimization policies

Structs

AdvancedAdvancedPolicyGradientOptimizer

Advanced Policy Gradient Optimizer with Meta-Learning

CurriculumController

Curriculum learning controller

LearningMetrics

Learning metrics for meta-learning

MetaExperienceBuffer

Meta-experience buffer for higher-order learning

MetaGradients

Meta-gradients for higher-order optimization

MetaLearningStats

Meta-learning statistics

MetaPolicyNetwork

Advanced Neural Network with Meta-Learning Capabilities

MetaTrajectory

Enhanced trajectory with meta-learning information

Functions

advanced_advanced_policy_gradient_optimize

Convenience function for advanced meta-learning policy gradient optimization

placeholder

policy_gradient_optimize

Legacy convenience function for backward compatibility