DeepTest 2021
Tue 1 Jun 2021
co-located with ICSE 2021
Tue 1 Jun 2021 13:00 - 14:00 at DeepTest Room - Session 2 Chair(s): Vincenzo Riccio

Facebook is building a digital twin of its full platform infrastructure called WW (essentially a realistic simulation, on real WWW infrastructure, that allows it to detect and prevent harmful behaviors on the real platform). WW uses many techniques, including ML, in order to train bots to simulate real user interactions. This talk presents an overview of Facebook’s WW system, its testing (using automated regression, end-to-end and metamorphic testing), and exciting open problems and applications of Software Testing for Smart Simulation systems built using ML.

Tue 1 Jun
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13:00 - 15:00
Session 2deeptest2021 at DeepTest Room
Chair(s): Vincenzo RiccioUSI Lugano, Switzerland
13:00
60m
Keynote
Testing Facebook's WW Simulation System, a Cyber-Cyber Digital Twin of the Facebook WWW Platform
deeptest2021
Mark HarmanFacebook, Inc., Natalija GucevskaFacebook
14:00
20m
Short-paper
TF-DM: Tool for Studying ML Model Resilience to Data Faults
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Niranjhana NarayananThe University of British Columbia, Karthik PattabiramanUniversity of British Columbia
14:20
20m
Full-paper
Machine Learning Model Drift Detection Via Weak Data Slices
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Orna RazIBM Research, Samuel AckermanIBM Corporation, Israel, Parijat DubeIBM, USA, Eitan FarchiIBM Haifa Research Lab, Marcel Zalmanovici
14:40
20m
Live Q&A
Open Discussion & Q/A
deeptest2021

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