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cs.MA2026
Randomized routing strategies of fleets of CAVs may prove market efficient
Grzegorz Jamróz, Łukasz Gorczyca, Rafał Kucharski
In future cities every driver may own a vehicle which could be either independently driven (HDV), or autonomously routed and piloted (CAV). The autonomous operations could be handl…
cs.LG2026
PC3D: Zero-Shot Cooperation Across Variable Rosters via Personalized Context Distillation
Ahmet Onur Akman, Rafał Kucharski
Cooperative multi-agent reinforcement learning often assumes a fixed execution team, yet many decentralized systems must operate with varying numbers of active agents during deploy…
cs.MA2026
Generalising Travel Time Prediction To Varying Route Choices In Urban Networks
Łukasz Gorczyca, Kacper Drozd, Michał Bujak +1
Previous methods that predict system-wide travel time, predominantly grounded in graph neural networks, remain limited to typical and recurring demand patterns. While they successf…