Sketched Lanczos uncertainty score: a low-memory summary of the Fisher information

Marco Miani, Lorenzo Beretta, Søren Hauberg

Current uncertainty quantification is memory and compute expensive, which hinders practical uptake. To counter, we develop Sketched Lanczos Uncertainty (SLU): an architecture-agnos…