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Stanford AI Lab Papers at EMNLP/CoNLL 2021

The Stanford AI Lab Blog

We’re excited to share all the work from SAIL that will be 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! Robust communication-based training for pragmatic speakers Authors : Rose E.

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Distributed differential privacy for federated learning

Google Research AI blog

While offering substantial additional protections, a fully malicious server might still be able to get around the DDP guarantees either by manipulating the public key exchange of SecAgg or by injecting a sufficient number of "fake" malicious clients that don’t add the prescribed noise into the aggregation pool.

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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.

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