Iain M. Banks S.F. novels:
Excession, Consider Phlebas, The Algebraist, Use of Weapons, Look to Windward, Surface Detail, Matter. I don't re-read Inversions or Feersum Endjinn as I find them harder to get into (and they aren't Culture novels anyway).
Neal Asher: Cowl, Gridlinked and Brass Man
Michel Swanwick: Vacuum Flowers
Bruce Sterling: Involution ocean
George R.R. Martin: Tuf Voyaging, Nightflyers
Samuel Delaney: Nova. Nightflyers and Nova are back to back in a single volume as Del SF Binary Star #5.
William Gibson: Neuromancer
Robert Reed: Sister Alice
I'm currently re-reading (for the first time) Micaiah Johnson - The Space Between Worlds. She has an upcoming book this year: Those Beyond the Wall, which seems to be a prequel.
But I do re-read Jerry Weinberg's _Secrets of Consulting_ every so often.
I'm surprised people list fiction. For me it would be non-fiction to relearn. So far I only reread one book on the theory of game theory (not in english so I won't post it here).