“…For example, bioinspired devices have been demonstrated using in a split-gated MoS 2 device with hydrogen silsesquioxane gate dielectric that can mimic the auditory cortex of a barn owl or be used for energy efficient and biorealistic spiking neural networks. , ALD grown 50 nm Al 2 O 3 on Pt/TiN/p +2 Si stack with 2D TMDs were used to demonstrate simulated annealing for Ising type spin systems, biomimetic collision detection based on the escape response in locusts, monolithically integrated, multipixel, bioinspired neural networks, bioinspired machine vision, and inspect-inspired collision detectors . Similarly, inherent stochastic charge trapping and detrapping in gate stacks that lead to cycle-to-cycle variation in device characteristics have been exploited for applications in stochastic computing , and hardware security. , Similar architectures based on ALD grown 50 nm Al 2 O 3 /Pt/TiN stack for MoS 2 memtransistor exploited the programmable stochasticity to demonstrate logic gate-based arithmetic operations, energy efficient hardware implementation of a Bayesian network, and probabilistic synapses and reconfigurable neurons for Bayesian neural networks . Hardware security applications can also utilize this architecture, with demonstrations of logic locking, physical unclonable functions, anticounterfeit measures, optical watermarks, camouflaging, and true random number generators …”