The celestial reference frame is a cornerstone of fundamental astronomy, extensively used in astronomy, geodesy, and deep-space navigation. Constructing a fully consistent multi-wavelength celestial reference frame is a primary task in astrometry, while deeply investigating subtle positional differences of ICRF reference sources across various electromagnetic wavebands is crucial to achieving this goal.