Tag: deep reinforcement learning
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Dual Guidance Optimization for Effective Experiential Learning
Discover how Dual Guidance Optimization enhances experiential learning by integrating external and internal experiences in reinforcement learning.
Enhanced Robotic Manipulation with Multi-Task RL & Knowledge Graphs
Discover how KG-M3PO improves robotic manipulation using multi-task reinforcement learning with knowledge graphs for better success and generalization.
HDPO: Optimizing RL with Hybrid Distillation for LLMs
Discover HDPO, a novel hybrid distillation method that boosts reinforcement learning in large language models for better math reasoning and prompt handling...
Efficient Self-Paced Gaussian Curriculum for RL
Discover Self-Paced Gaussian Curriculum Learning (SPGL) for scalable, sample-efficient reinforcement learning with reduced computational overhead.
Safe Reinforcement Learning with Preference-Based Constraints
Discover how preference-based constraint inference improves safety in reinforcement learning for complex, real-world decision-making scenarios.