Our whitepaper, “Achieving Realism in Traffic Simulations: Performance of a Cognitive Behavior Model on the Waymo Open Sim Agent Challenge” is now available. We introduce the cogniBOT system, a novel approach that merges rule-based and machine learning techniques to create a comprehensive model of human driving behavior. Unlike traditional methods, cogniBOT can simulate both standard and critical driving situations with remarkable accuracy, all while using significantly fewer parameters.
Key highlights:
Competitive performance in the Waymo Open Sim Agent Challenge
Realistic simulation of driver interactions and rare events
Transparent, explainable models with low computing requirements