Machine Learning (Theory) – Machine learning and learning theory resea...

Hunch. The stark success of OpenAI’s GPT4 model surprised me shifting my view from “really good autocomplete” (roughly inline with...

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Hunch.net news digest

  • 3 years

    What is the Right Response to Employer Misbehavior in Research?

    I enjoyed my conversations with Timnit when she was in the MSR-NYC lab, so her situation has been on my mind throughout NeurIPS.
    Piecing together what happened second-hand is always tricky, but Jeff Dean’s account and Timnit’s agree on a basic outline. Timnit and others wrote a paper for FAccT which was approved for submission by the normal internal review process, then later...

  • 3 years

    Experiments with the ICML 2020 Peer-Review Process

    This post is cross-listed on the CMU ML blog.
    The International Conference on Machine Learning (ICML) is a flagship machine learning conference that in 2020 received 4,990 submissions and managed a pool of 3,931 reviewers and area chairs. Given that the stakes in the review process are high — the...

  • 3 years

    HOMER: Provable Exploration in Reinforcement Learning

    Last week at ICML 2020, Mikael Henaff, Akshay Krishnamurthy, John Langford and I had a paper on a new reinforcement learning (RL) algorithm that solves three key problems in RL: (i) global exploration, (ii) decoding latent dynamics, and (iii) optimizing...

  • 4 years

    Critical issues in digital contract tracing

    I spent the last month becoming a connoisseur of digital contact tracing approaches since this seems like something where I might be able to help. Many other people have been thinking along similar lines (great), but I also see several misconceptions...

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