Autonomous Vehicles Using Multi-Agent Reinforcement Learning for Routing Decisions Can Harm Urban Traffic. - Anastasia Psarou; Ahmet Onur Akman; Lukasz Gorczyca; Michal Hoffmann; Zoltán György Varga; Grzegorz Jamróz; Rafal Kucharski (CoRR, 2025)

URB - Urban Routing Benchmark for RL-equipped Connected Autonomous Vehicles. - Ahmet Onur Akman; Anastasia Psarou; Michal Hoffmann; Lukasz Gorczyca; Lukasz Kowalski; Pawel Góra; Grzegorz Jamróz; Rafal Kucharski (CoRR, 2025)

Wardropian Cycles make traffic assignment both optimal and fair by eliminating price-of-anarchy with Cyclical User Equilibrium for compliant connected autonomous vehicles. - Michal Hoffmann; Michal Bujak; Grzegorz Jamróz; Rafal Kucharski (CoRR, 2025)