These are really low noise linear regulators: LT3042, LT3045 (positive) and LT3093, LT3094 (negative) and with good PSRR. Used them myself. I assume that you are not trying to make your circuit the cheapest possible, so why not, even if you don't exactly need them. Still, good circuit design of your amplifier, low value resistors, low noise op amps, maybe discrete front end, layout, shielding, ferrite beads, etc. can make a huge difference. It is unlikely that power supply noise will be limitting factor, until you achieve perfection everywhere else, or your amplifier has really bad PSRR.