Research Frontiers
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AI Hardware

Hardware Synapses and Neurons


AI Hardware Technology the Bottom-Up:

Materials & Devices to Circuits & Systems

Wafer-scale analysis and design


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Intelligence

Probabilistic Artificial Intelligence


Engineering Stochasticity: Probabilistic AI

The intersection of emerging computing paradigms & emerging technologies


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Autonomy

Probabilistic Autonomy


Re-Imagining Sensing and Autonomy:

Intelligence in what and when to sample

Artificial autonomous reflex responses


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RESEARCH Focus Areas

Materials

Material irregularities

Stochastic Geometry

Atomic Defect Modelling

Stochastic Grain Modelling

Ferroelectric Materials

Semiconductors

Graphene/hBN

2D Materials

DEVICES

Device Modelling

Yield Characterization

Variability Characterization

Nanoscale Transistors

Ferroelectric Devices

Memristors/MTJs

Probabistic Bits

NEGF/BTE

CIRCUITS

Hardware Synapses

Memristive Circuits

Crossbar Arrays

Hardware Neurons

Probalistic Circuits

TRNG/PRNG Circuits

Event-Based Sensors

Neuromorphic Circuits

SYSTEMS

AI Hardware

Probabilistic AI

Neuromorphic AI

Boltzmann Machines

Probabilistic Neural Nets 

Probabilistic Sensing

Probabilistic Autonomy 

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