#hierarchical-control News & Analysis

2 articles tagged with #hierarchical-control. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Jun 236/10

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Chain-of-Goals Hierarchical Policy for Long-Horizon Offline Goal-Conditioned RL

Researchers introduce Chain-of-Goals Hierarchical Policy (CoGHP), a novel framework that applies chain-of-thought reasoning to offline reinforcement learning by autoregressively generating sequences of intermediate subgoals to solve long-horizon tasks. The unified architecture demonstrates consistent performance improvements over existing hierarchical baselines on navigation and manipulation benchmarks.

AIBullisharXiv – CS AI · Jun 196/10

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Hierarchical Control in Multi-Agent Games: LLM-based Planning and RL Execution

Researchers propose a hierarchical multi-agent control architecture combining pretrained large language models for strategic planning with reinforcement learning policies for tactical execution. The hybrid LLM+RL system achieves competitive performance in complex multi-agent games while demonstrating superior human-like behavioral qualities compared to traditional RL and behavior tree approaches.