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We consider ground states of two-dimensional Bose-Einstein condensates in a trap with attractive interactions, which can be described equivalently by positive minimizers of the critical constraint Gross-Pitaevskii energy functional. It is known that ground states exist if and only if $a< a^:= |w|_2^2aw$ is the unique positive solution of in . In this paper, we prove the local uniqueness and refined spike profiles of ground states as $a\nearrow a^h(x)H(y)=\int_{R^2} h(x+y)w^2(x)dx$ admits a unique and non-degenerate critical point.

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