OmniSpectra Continuous-Coordinate Foundation Model for Spectral Representation Learning

OmniSpectra replaces integer pixel indexing with a wavelength-native continuous-coordinate masked autoencoder for spectral data. By mapping physical coordinates to a logarithmic basis, it enables robust cross-instrument representation learning through coordinate-invariant embeddings.