Chelsea Sidrane

Talks:

20:00 UTC

Verifying Inverse Model Neural Networks Using JuMP

07/27/2022, 8:00 PM8:10 PM UTC
JuMP

Deep learning using neural networks is increasingly popular, but neural networks come with few built-in guarantees of correctness. This talk will discuss how I use JuMP to compute verified upper bounds on the error of a neural network trained as an inverse model. Using JuMP together with Distributed.jl allows me to run a large number of verification queries in parallel with minimal time spent on non-research development.

Platinum sponsors

Julia ComputingRelational AIJulius Technology

Gold sponsors

IntelAWS

Silver sponsors

Invenia LabsBeacon BiosignalsMetalenzASMLG-ResearchConningPumas AIQuEra Computing Inc.Jeffrey Sarnoff

Media partners

Packt PublicationGather TownVercel

Community partners

Data UmbrellaWiMLDS

Fiscal Sponsor

NumFOCUS