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Stanford AI Lab Papers and Talks at NeurIPS 2021

The Stanford AI Lab Blog

We’re excited to share all the work from SAIL that’s being presented at the main conference , at the Datasets and Benchmarks track and the various workshops , and you’ll find links to papers, videos and blogs below. Smith, Scott W.

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Stanford AI Lab Papers and Talks at ICLR 2022

The Stanford AI Lab Blog

We’re excited to share all the work from SAIL that’s being presented, and you’ll find links to papers, videos and blogs below. Feel free to reach out to the contact authors directly to learn more about the work that’s happening at Stanford!

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Universal Speech Model (USM): State-of-the-art speech AI for 100+ languages

Google Research AI blog

Posted by Yu Zhang, Research Scientist, and James Qin, Software Engineer, Google Research Last November, we announced the 1,000 Languages Initiative , an ambitious commitment to build a machine learning (ML) model that would support the world’s one thousand most-spoken languages, bringing greater inclusion to billions of people around the globe.

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Leveraging transfer learning for large scale differentially private image classification

Google Research AI blog

Acknowledgements In addition to the authors of this blogpost, this research was conducted by Abhradeep Thakurta, Alex Kurakin and Ashok Cutkosky. We hope that our work is useful for training large models with meaningful privacy guarantees! We are also grateful to the developers of Jax, Flax, and Scenic libraries.

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Understanding BERT

Mlearning.ai

This blog post promises to be easier to understand than the underlying research paper, especially for readers not that familiar with the field. In the ablation studies, the authors can demonstrate that this approach yields performance improvements over classical ones.

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ML and NLP Research Highlights of 2021

Sebastian Ruder

Consequently, 2021 saw much discussion of best practices and ways in which we can reliably evaluate such models going forward, which I cover in this blog post. An art scene emerged around the most recent generation of generative models (see this blog post for an overview). Why is it important?   In Proceedings of ICLR 2021.

NLP 52
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Dialogue-guided intelligent document processing with foundation models on Amazon SageMaker JumpStart

AWS Machine Learning Blog

The following video highlights the dialogue-guided IDP system by processing an article authored by the Federal Reserve Board of Governors , discussing the collapse of Silicon Valley Bank in March 2023. About the authors Alfred Shen is a Senior AI/ML Specialist at AWS.

IDP 73