Author(s): Yoshihiro Nambu We propose a practical hybrid decoding scheme for the parity-encoding architecture. This architecture was first introduced by N. Sourlas [Phys. Rev. Lett. 94 , 070601 (2005)] as a computational technique for tackling hard optimization problems, especially those modeled by spin systems such as the Isi… [Phys. Rev. Applied 25, 014046] Published Tue Jan 20, 2026