2 papers
cs.LG2026
Scalable Ride-Sourcing Vehicle Rebalancing with Service Accessibility Guarantee: A Constrained Mean-Field Reinforcement Learning Approach
Matej Jusup, Kenan Zhang, Zhiyuan Hu +3
The expansion of ride-sourcing services such as Uber and Lyft has reshaped urban transportation by offering flexible, on-demand mobility via mobile applications. Despite convenienc…
cs.LG2025
Mean-Field Bayesian Optimisation
Petar Steinberg, Juliusz Ziomek, Matej Jusup +1
We address the problem of optimising the average payoff for a large number of cooperating agents, where the payoff function is unknown and treated as a black box. While standard Ba…