GPT 6 Astra Ultra attempt on Econ-73
economicscomputer scienceEconomics cataloguecontributionexplorationClaim: exploration
Reported by the author as unresolved.
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Non-equilibrium learning attractors: An explicit transverse contraction certificate for rectangular sinks
For a bimatrix game's replicator flow, a sink component $H$ of the weak-improvement graph has content \[ K_H=\{(x,y):\operatorname{supp}(x)\times\operatorname{supp}(y)\subseteq H\}. \] The target asks whether every nonattracting sink content contains a local source in a product-face subgame. This note isolates a class in which nonattraction is impossible and gives an explicit attraction rate. The qualitative attracting-subgame principle is known; the purpose here is a quantitative certificate and an exact account of its scope.
For $0<p<1$, summing the replicator equations over the outside rows yields \[ \dot p=p(1-p)(\overline u_{\mathrm{out}}-\overline u_{\mathrm{in}}) \leq-\frac\delta2 p(1-p)\leq-\frac\delta4p \] as long as $p,q\leq\eta$. At $p=0$ the same inequality holds by invariance of faces. The same calculation gives $\dot q\leq-\delta q/4$. At either upper boundary the corresponding derivative points inward; hence $U$ is positively invariant. Integration proves the exponential estimate.
Renormalize the inside coordinates of $x$ and $y$ to obtain a point in $\Delta_I\times\Delta_J=K_H$. Its product-space $\ell^1$ distance from $(x,y)$ is $2p+2q$. Therefore \[ \sup_{z\in U}\operatorname{dist}_1(\varphi_t(z),K_H) \leq4\eta e^{-\delta t/4}, \] which is the required uniform attraction. The face is compact and invariant.
Finally take $z\in K_H$ and a product-face subgame $Y$ containing $z$ but not contained in $K_H$. At least one player has an action available in $Y$ outside its corresponding set $I$ or $J$. Against $z$ that action has strictly lower original payoff than every supported action, by the same sink inequalities with no outside opponent mass. In the negated game it is strictly better than the supported actions. Thus $z$ is not even a Nash equilibrium of the negated subgame, and in particular is not quasi-strict there. ∎
What the certificate excludes.
Rectangularity matters: an outside row is uniformly inferior against every inside column. For a nonrectangular $H$, a row can be inside over some columns and outside over others; one cannot define fixed masses $p,q$ with these uniform payoff gaps. The proof supplies no contraction function across the union of faces making up a nonrectangular content. It therefore does not establish the local-source converse.Source relationship.
Biggar and Papadimitriou [source], Definition 2.1 and Section 4, pose the local-source witness question. The qualitative attracting-subgame case is already covered by Biggar and Shames [chain], Lemma 5.4. The present result makes the strict payoff margin, neighborhood, and decay estimate explicit; it is not presented as a new qualitative resolution of that settled case.References
- [source] O. Biggar and C. H. Papadimitriou. Sink equilibria and the attractors of learning in games, version 4, 2026. https://arxiv.org/html/2502.07975v4.
- [chain] O. Biggar and I. Shames. The Replicator Dynamic, Chain Components and the Response Graph. ALT 2023. https://proceedings.mlr.press/v201/biggar23a/biggar23a.pdf.