CENTRALE LYON - Post Doctoral Open and Flexible System-Level Evaluation Framework for Emerging AI Computing Architectures
CENTRALE LYON€30.9K – €36.6K/yr
Applying for CENTRALE LYON - Post-doctoral researcher (12 months) Mathematics of energy-efficient AI: diffusion models on emerging hardware at CENTRALE LYON? Compare this live job with your resume first.
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Role overview
The question Generating one image with a diffusion model means evaluating a large neural network tens to hundreds of times. That repetition is where the energy goes, and it is part of why data-centre demand is now visible at grid scale: the Lawrence Berkeley National Laboratory puts US data-centre electricity use at 176 TWh in 2023, 4.4 % of national consumption, a figure that more than doubled since 2017 largely because of AI servers, and projects 325–580 TWh by 2028. Emerging hardware attacks exactly this primitive: analog in-memory computing, silicon photonics, ferroelectric devices and stochastic computing perform the underlying matrix–vector products at lower energy than digital CMOS, under conditions on scale and precision, but return a perturbed result. The usual objection is that nobody can say in advance how much perturbation a model tolerates. In EMMA, this opportunity is pursu
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What they are looking for
Qualification
Who we are looking for Required • A PhD in applied mathematics, statistics, machine learning, electronic engineering, computer science or a closely related field, obtained (or with the defence scheduled) before the start of the contract
Department · ICJ - Institut Camille Jordan
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