My buddy had the same exact problem with his phone mount sliding around during a timelapse. He lost a whole night of shooting the stars because his phone tilted down halfway through. He ended up getting a metal clamp from an old tripod head at a flea market and rigging it to his setup. It looks kind of janky but it hasn't moved a millimeter since he put it on.