LLLG brings local guidance to a receding-horizon framework for lifelong multi-agent pathfinding. It supplies agents with informative spatiotemporal cues to reduce congestion, improve short-horizon coordination, and maintain high throughput in dense real-time LMAPF environments.
![[SoCS2026] Lifelong LaCAM with Local Guidance for Lifelong MAPF](/images/lllg_guidance.gif)
[SoCS2026] Lifelong LaCAM with Local Guidance for Lifelong MAPF
c++
MAPF
AIST
