Conjectured log-partition function for the generalized rectangular spherical integral
Conjectured log-partition function for the generalized rectangular spherical integral
Let be the generalized observation matrix, with limiting noise singular-value density , limiting largest singular value , limiting largest singular value of equal to , limiting eigenvalue density of equal to , and . Define the sticking transition by
Log-partition function conjecture. Almost surely,
where is the piecewise function specified in the statement, with as defined there; moreover, . This conjecture gives the limiting free energy in the high- and low-temperature regimes and is used in the paper to derive the asymptotic MSE of the mismatched Bayes estimator; a rigorous proof is not supplied.
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Primary source
Teng Fu, YuHao Liu, Jean Barbier, Marco Mondelli, ShanSuo Liang and TianQi Hou, “Mismatched estimation of non-symmetric rank-one matrices corrupted by structured noise”, arXiv:2302.03306 (2023).
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