reasoning multi-agent behavioral topology
Reasoning Multi-Agent Behavioral Topology for Interactive Autonomous Driving
Autonomous driving system aims for safe and social-consistent driving through the behavioral integration among interactive agents. However, challenges remain due to multi-agent scene uncertainty and heterogeneous interaction. To address this, we initiate a topological formation that serves as a compliant behavioral foreground to guide downstream trajectory generations. Specifically, we introduce Behavioral Topology (BeTop), a pivotal topological formulation that explicitly represents the consensual behavioral pattern among multi-agent future. BeTop is derived from braid theory to distill compliant interactive topology from multi-agent future trajectories.
interactive autonomous driving, prediction and planning, reasoning multi-agent behavioral topology, (2 more...)
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Technology: Information Technology > Artificial Intelligence > Representation & Reasoning > Agents (1.00)