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2110.11943

Solving N-player dynamic routing games with congestion: a mean field approach

Theophile Cabannes, Mathieu Laurière, Julien Perolat, Raphael Marinier, Sertan Girgin, Sarah Perrin, Olivier Pietquin, Alexandre M. Bayen, Eric Goubault, Romuald Elie

correcthigh confidence
Category
math.DS
Journal tier
Strong Field
Processed
Sep 28, 2025, 12:56 AM

Audit review

Both the paper and the model establish MFNE existence via a Kakutani–Fan–Glicksberg fixed-point argument on a compact, convex simplex of mixed path policies. The paper carefully restricts to distributions over finitely many path choices given departure times, proves the best-response map is a KFG map, obtains a fixed point, and then embeds the resulting policy back into the original policy space Π (with an explicit note on finiteness of feasible paths using finite time horizon and positive minimum link travel times). The model’s solution follows the same structure but compresses steps: it identifies the policy space with a finite simplex and invokes Berge’s Maximum Theorem for upper hemicontinuity, without explicitly stating the finiteness assumptions or the path-to-policy embedding. Substantively, the proofs coincide; the model omits some technical details but is logically consistent with the paper’s assumptions.

Referee report (LaTeX)

\textbf{Recommendation:} minor revisions

\textbf{Journal Tier:} strong field

\textbf{Justification:}

The paper's existence proof for MFNE is correct and appropriately adapted to the routing MFG setting. It cleanly leverages finite path-mixture spaces and a Kakutani–Fan–Glicksberg fixed-point argument, with necessary continuity and finiteness assumptions. The exposition could be slightly strengthened by making the path-space reduction and the conversion back to the full policy space explicit in the main text. The counterexample illustrates the necessity of continuity. The contribution is solid and supports the paper’s empirical/algorithmic components.