Yu-Yuan Han

The Lift Spectrum: How Measurement-to-Space Adaptivity Shapes Robustness in Image-Free Single-Pixel Sensing

It is shown that removing image reconstruction relocates the central design problem to the lift: how 1D measurements become a 2D task representation, and measurement-to-space adaptivity organizes both the clean-to-noisy operating envelope and the failure a system encounters.