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Zachary Lipton

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Talk by Zachary LiptonDomain Adaptation and Related Areas 20242024-11-12
Argues that academic distribution-shift theory rarely helps in practice and shows a concrete counterexample: a deployed audio→note pipeline that strings…
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Efficient Deep Learning with Humans in the LoopEmerging Challenges in Deep Learning (Simons Institute workshop, 2019)2019-08-05
Argues active learning can cut labels but with caveats: a convolutional NER pipeline runs several× faster and using dropout-based Bayesian uncertainty or…
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Afternoon Session: GovernanceWrong at the Root: Racial Bias and the Tension Between Numbers and Words in Non-Internet Data2019-06-05
A participatory study runs five workshops, 83 participants in one US county using a tangible comfort board to test six fictional child‑welfare scenarios while…
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Questions and DiscussionWrong at the Root: Racial Bias and the Tension Between Numbers and Words in Non-Internet Data2019-06-05
Argues that building a risk model to risk stratify families in one county produces targeted service bins but also correlates with higher inadvertent child…
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