there is so much useless discussion here. what the blogger takes issue with (and refutes convincingly) is that ALIASED THERMAL NOISE can be RECONSTRUCTED. it clearly cannot (if you think you can, this is your chance to make $1000). it doesn't matter what rate you sample at, nor is there any need to invoke compressed sensing - what the authors of the original papers do has nothing to do with it.