PVF: A novel metric for understanding AI systems’ vulnerability against SDCs in model parameters

We’re introducing parameter vulnerability factor (PVF), a novel metric for understanding and measuring AI systems’ vulnerability against silent data corruptions (SDCs) in model parameters. PVF can be tailored to different AI models and tasks, adapted to different hardware faults, and even extended to the training phase of AI models. We’re sharing results of our own [...]


Read More...


The post PVF: A novel metric for understanding AI systems’ vulnerability against SDCs in model parameters appeared first on Engineering at Meta.


http://dlvr.it/T8VMWQ

Komentar

Posting Komentar

Postingan populer dari blog ini

How Meta enforces purpose limitation via Privacy Aware Infrastructure at scale

Gambar
At Meta, we’ve been diligently working to incorporate privacy into different systems of our software stack over the past few years. Today, we’re excited to share some cutting-edge technologies that are part of our Privacy Aware Infrastructure (PAI) initiative. These innovations mark a major milestone in our ongoing commitment to honoring user privacy.  PAI offers [...] Read More... The post How Meta enforces purpose limitation via Privacy Aware Infrastructure at scale appeared first on Engineering at Meta. http://dlvr.it/TCRbJ9
Baca selengkapnya

Inside Meta’s first smart glasses

Gambar
What’s new: Meta is sharing the inside story of how it developed the Ray-Ban Stories smart glasses. Why it matters: Creating Ray-Ban Stories meant Meta’s engineers had to take on new challenges to build smart glasses that married complex engineering dynamics. How do you make something that features cameras, microphones, audio, and touch controls, all [...] Read More... The post Inside Meta’s first smart glasses appeared first on Engineering at Meta. http://dlvr.it/SjWknx
Baca selengkapnya

Why xHE-AAC is being embraced at Meta

Gambar
We’re sharing how Meta delivers high-quality audio at scale with the xHE-AAC audio codec. xHE-AAC has already been deployed on Facebook and Instagram to provide enhanced audio for features like Reels and Stories.  At Meta, we serve every media use case imaginable for billions of people across the world — from short-form, user-generated content, such [...] Read More... The post Why xHE-AAC is being embraced at Meta appeared first on Engineering at Meta. http://dlvr.it/SmKJCw
Baca selengkapnya