The price of ignorance: how much does it cost to forget noise structure in low-rank matrix estimation?

Jean Barbier, TianQi Hou, Marco Mondelli +1

We consider the problem of estimating a rank-1 signal corrupted by structured rotationally invariant noise, and address the following question: how well do inference algorithms per…