Shy couplings, CAT(0) spaces, and the lion and man
Maury Bramson, Krzysztof Burdzy, Wilfrid Kendall

TL;DR
This paper proves the nonexistence of shy couplings for reflecting Brownian motion in bounded CAT(0) domains with certain boundary conditions, using advanced probabilistic and geometric techniques, and relates it to pursuit-evasion problems.
Contribution
It removes convexity restrictions from previous nonexistence results, establishing new conditions under which shy couplings cannot exist in CAT(0) domains.
Findings
Nonexistence of shy co-adapted couplings in bounded CAT(0) domains.
Generalization of Gauss' lemma for intrinsic distance differentiability.
Connection of shy coupling problem to Lion and Man pursuit-evasion game.
Abstract
Two random processes X and Y on a metric space are said to be -shy coupled if there is positive probability of them staying at least a positive distance apart from each other forever. Interest in the literature centres on nonexistence results subject to topological and geometric conditions; motivation arises from the desire to gain a better understanding of probabilistic coupling. Previous nonexistence results for co-adapted shy coupling of reflected Brownian motion required convexity conditions; we remove these conditions by showing the nonexistence of shy co-adapted couplings of reflecting Brownian motion in any bounded CAT(0) domain with boundary satisfying uniform exterior sphere and interior cone conditions, for example, simply-connected bounded planar domains with boundary. The proof uses a Cameron-Martin-Girsanov argument, together with a…
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