#real-time-planning News & Analysis

2 articles tagged with #real-time-planning. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Jun 116/10

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ConsistencyPlanner: Real-time Planning with Fast-Sampling Consistency Models

ConsistencyPlanner introduces a real-time planning framework for autonomous driving that combines fast-sampling consistency models with heterogeneous feature fusion to balance multimodal driving behavior prediction and computational efficiency. The approach demonstrates improved safety metrics in the Waymax simulator compared to existing methods, addressing a key limitation in learning-based autonomous driving systems.

AINeutralarXiv – CS AI · May 126/10

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Value-Decomposed Reinforcement Learning Framework for Taxiway Routing with Hierarchical Conflict-Aware Observations

Researchers present CaTR, a reinforcement learning framework that optimizes real-time taxiway routing and conflict avoidance for multiple aircraft at airports. The system uses hierarchical traffic representation and value-decomposed learning to balance safety and efficiency, demonstrating superior performance compared to traditional planning and optimization methods while maintaining practical computational speed.