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Surbhi Goel

Anti-Concentrated Confidence Bonuses for Scalable Exploration

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Oct 21, 2021
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Inductive Biases and Variable Creation in Self-Attention Mechanisms

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Oct 19, 2021
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Statistical Estimation from Dependent Data

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Jul 20, 2021
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Investigating the Role of Negatives in Contrastive Representation Learning

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Jun 18, 2021
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Gone Fishing: Neural Active Learning with Fisher Embeddings

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Jun 17, 2021
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Acceleration via Fractal Learning Rate Schedules

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Mar 01, 2021
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Tight Hardness Results for Training Depth-2 ReLU Networks

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Nov 27, 2020
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From Boltzmann Machines to Neural Networks and Back Again

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Jul 25, 2020
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Statistical-Query Lower Bounds via Functional Gradients

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Jun 29, 2020
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Superpolynomial Lower Bounds for Learning One-Layer Neural Networks using Gradient Descent

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Jun 22, 2020
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