Part 6/11:
Shifting from simple grid environments to more intricate settings—such as a 2D navigation problem involving multiple robots—underscored the shortcomings of conventional methods based on regret approximation. The introduction of multi-agent systems, where robots need to collaborate and navigate in real-time without predefined limitations of traditional task frameworks, demonstrated the complexity that researchers are now attempting to tackle.