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Khaoula Chehbouni

khaoula.chehbouni@mila.quebec
Doctorat - McGill University
Superviseur⋅e principal⋅e
Golnoosh Farnadi
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Publications

From Representational Harms to Quality-of-Service Harms: A Case Study on Llama 2 Safety Safeguards
Khaoula Chehbouni
Megha Roshan
Emmanuel Ma
Futian Andrew Wei
Afaf Taïk
Jackie Ck Cheung
Golnoosh Farnadi
2024-03-20
ArXiv (prépublication)
doi.org
arxiv.org
Early Detection of Sexual Predators with Federated Learning
Khaoula Chehbouni
Gilles Caporossi
Reihaneh Rabbany
Martine De Cock
Golnoosh Farnadi
The rise in screen time and the isolation brought by the different containment measures implemented during the COVID-19 pandemic have led to… (voir plus) an alarming increase in cases of online grooming. Online grooming is defined as all the strategies used by predators to lure children into sexual exploitation. Previous attempts made in industry and academia on the detection of grooming rely on accessing and monitoring users’ private conversations through the training of a model centrally or by sending personal conversations to a global server. We introduce a first, privacy-preserving, cross-device, federated learning framework for the early detection of sexual predators, which aims to ensure a safe online environment for children while respecting their privacy.
2022-10-20
NeurIPS.cc/2022/Workshop/Federated_Learning (poster)
openreview.net
openreview.net