“…But design 2 is suitable for Boltzmann networks only and does not work for BNs in general. The synapse in both types of p-circuits is implemented using a resistive crossbar architecture (Alibart et al, 2013 ; Camsari et al, 2017b ), although there are also other types of hardware synapse implementations based on memristors (Li et al, 2018 ; Mahmoodi et al, 2019 ; Mansueto et al, 2019 ), magnetic tunnel junctions (Ostwal et al, 2019 ), spin orbit torque driven domain wall motion devices (Zand et al, 2018 ), phase change memory devices (Ambrogio et al, 2018 ), and so on. In all the simulations, τ S is assumed to be negligible compared to other time scales in the circuit dynamics.…”