Strong majority says the GPT-4 paper shouldn't be accepted at NeurIPS. @BlancheMinerva said it succinctly "This is a product ad, not a research paper." It focuses only on what their magical box can do. This could be an OK paper IF how it was made is described (here or elsewhere)
@thegautamkamath
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Should GPT-4 Paper Be Accepted at NeurIPS?
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Suppose you were reviewing the GPT-4 paper in its current state for, say, NeurIPS. Would you recommend acceptance or rejection? Why? https://
cdn.openai.com/papers/gpt-4.p
df
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Industry Labs: Redefining Leadership Roles in AI Development
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For an academic career, that's certainly true. Since a professor is meant to be the "leader" of a group. But I wonder if that will be the case for industry labs going forward. Say, OpenAI would probably make great use of a "supporter" for GPT-5.
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Why Industry Scales Large AI Projects Better Than Academia
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Thomas mentions below that he thinks big academic groups ought to work on single, big projects. Instead, they seem to parallelize into many small projects. In contrast, big industry groups seem to more often work on single, big projects (see, e.g., GPT-4). Why? https://
x.com/shortstein/sta
/shortstein/status/1634675864276443136
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Notable talks by Cornuéjols, Woodruff, and Frieze at conference
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And there were some great talks by Gérard Cornuéjols, David Woodruff, and Alan Frieze, but I neglected to get pictures of any of them
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Data Poisoning Attacks: Theoretical Advances and Security Implications
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Avrim talking about some really cool work on the theory of data poisoning attacks (
https://
arxiv.org/abs/2103.00671, https://
arxiv.org/abs/2203.04160) -

Ravi’s Contributions: From Gaussians to Large Language Models
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Sanjeev Arora (
@prfsanjeevarora
) next takes us through a great tour of Ravi's many contributions over the years, highlighting some nice works including mixtures of Gaussians, topic modeling, and nonnegative matrix factorization, and ending with some thoughts on LLMs -
ACORN Workshop Celebrates Ravi Kannan’s 70th Birthday
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I'm in Atlanta for the ACORN workshop (
https://
sites.gatech.edu/acorn/), bringing together the ACO groups from Waterloo, GaTech, and CMU. Today's a celebration of Ravi Kannan's 70th birthday. Santosh kicks it off with a topic close to my heart, robust estimation https://
arxiv.org/abs/2302.12289 -
Discrete Gaussian Sampling for Differential Privacy Applications
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I just thought it was cool math. But Thomas suggested to me and Clément that it could be useful for discrete Gaussian sampling in the context of differential privacy. And the rest is history.
