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Surbhi Goel
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Transformers Learn Shortcuts to Automata


Oct 19, 2022
Bingbin Liu, Jordan T. Ash, Surbhi Goel, Akshay Krishnamurthy, Cyril Zhang

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Recurrent Convolutional Neural Networks Learn Succinct Learning Algorithms


Sep 01, 2022
Surbhi Goel, Sham Kakade, Adam Tauman Kalai, Cyril Zhang

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Hidden Progress in Deep Learning: SGD Learns Parities Near the Computational Limit


Jul 18, 2022
Boaz Barak, Benjamin L. Edelman, Surbhi Goel, Sham Kakade, Eran Malach, Cyril Zhang

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Understanding Contrastive Learning Requires Incorporating Inductive Biases


Feb 28, 2022
Nikunj Saunshi, Jordan Ash, Surbhi Goel, Dipendra Misra, Cyril Zhang, Sanjeev Arora, Sham Kakade, Akshay Krishnamurthy

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Anti-Concentrated Confidence Bonuses for Scalable Exploration


Oct 21, 2021
Jordan T. Ash, Cyril Zhang, Surbhi Goel, Akshay Krishnamurthy, Sham Kakade

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Inductive Biases and Variable Creation in Self-Attention Mechanisms


Oct 19, 2021
Benjamin L. Edelman, Surbhi Goel, Sham Kakade, Cyril Zhang

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Statistical Estimation from Dependent Data


Jul 20, 2021
Yuval Dagan, Constantinos Daskalakis, Nishanth Dikkala, Surbhi Goel, Anthimos Vardis Kandiros

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* 41 pages, ICML 2021 
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Investigating the Role of Negatives in Contrastive Representation Learning


Jun 18, 2021
Jordan T. Ash, Surbhi Goel, Akshay Krishnamurthy, Dipendra Misra

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Gone Fishing: Neural Active Learning with Fisher Embeddings


Jun 17, 2021
Jordan T. Ash, Surbhi Goel, Akshay Krishnamurthy, Sham Kakade

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Acceleration via Fractal Learning Rate Schedules


Mar 01, 2021
Naman Agarwal, Surbhi Goel, Cyril Zhang

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