  Flexible control light field across multiple parameters is the cornerstone of
versatile and miniaturized optical devices. Metasurfaces, comprising
subwavelength scatterers, offer a potent platform for executing such precise
manipulations. However, the inherent mutual constraints between parameters of
metasurfaces make it challenging for traditional approaches to achieve
full-parameter control across multiple wavelengths. Here, we propose a
universal end-to-end inverse design framework to directly optimize the
geometric parameter layout of meta-optics based on the target functionality of
full-parameter control across multiple wavelengths. This framework employs a
differentiable forward simulator integrating a neural network-based dispersive
full-parameter Jones matrix and Fourier propagation to facilitate
gradient-based optimization. Its superiority over sequential forward designs in
dual-polarization channel color holography with higher quality and
tri-polarization three-dimensional color holography with higher multiplexed
capacity is showcased. To highlight the universality, we further present
polarized spectral multi-information processing with six arbitrary
polarizations and three wavelengths. This versatile, differentiable,
system-level design framework is poised to expedite the advancement of
meta-optics in integrated multi-information display, imaging, and
communication, extending to multi-modal sensing applications.
