Our main result is a characterization of the networks for which learning occurs for all increasing cost functions, given highly variable demand. We prove that ...

Bayesian Learning in Dynamic Non-atomic Routing Games · Emilien Macault, M. Scarsini, Tristan Tomala · Published in arXiv.org 24 September 2020 · Computer Science, ...

Nov 25, 2020 · Peking University, established in 1898, is a comprehensive and multidisciplinary teaching and research university located in Beijing, China. It ...

In this work we consider a dynamic model of a non-atomic routing game under uncertainty. The game has an unknown structural state that influences edge costs.

Routing games with many agents are often approximated by nonatomic games, which are more tractable and represent the limit case where each agent is negligible.

Jul 23, 2022 · We study the following repeated non-atomic routing game. In every round, nature chooses a state in an i.i.d..

ii learning in dynamic nonatomic routing games with incomplete information. 5 ... [26] studied non-atomic routing games where cost functions are unknown ...

Oct 1, 2021 · Section 3 deals with dynamic nonatomic routing game with unknown network states. Section 4 studies conditions for learning to occur. All the ...

Abstract. We examine the long-run behavior of a wide range of dynamics for learning in nonatomic games, in both discrete and continuous time. The.

In particular, we consider learning dynamics resulting from a routing game of non-atomic travelers who repeatedly use the network with an unknown state (Sec. 2 ...