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Disentangling the Mechanisms Behind Implicit Regularization in SGD


Nov 29, 2022
Zachary Novack, Simran Kaur, Tanya Marwah, Saurabh Garg, Zachary C. Lipton

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* Accepted as Spotlight at the NeurIPS 2022 Workshop for Higher Order Optimization in Machine Learning 

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Characterizing Datapoints via Second-Split Forgetting


Oct 26, 2022
Pratyush Maini, Saurabh Garg, Zachary C. Lipton, J. Zico Kolter

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* Accepted at NeurIPS 2022 

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Downstream Datasets Make Surprisingly Good Pretraining Corpora


Sep 28, 2022
Kundan Krishna, Saurabh Garg, Jeffrey P. Bigham, Zachary C. Lipton

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Unsupervised Learning under Latent Label Shift


Jul 26, 2022
Manley Roberts, Pranav Mani, Saurabh Garg, Zachary C. Lipton

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* Manley Roberts and Pranav Mani contributed equally to this work 

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Domain Adaptation under Open Set Label Shift


Jul 26, 2022
Saurabh Garg, Sivaraman Balakrishnan, Zachary C. Lipton

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A Comprehensive Review on Deep Supervision: Theories and Applications


Jul 06, 2022
Renjie Li, Xinyi Wang, Guan Huang, Wenli Yang, Kaining Zhang, Xiaotong Gu, Son N. Tran, Saurabh Garg, Jane Alty, Quan Bai

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Deconstructing Distributions: A Pointwise Framework of Learning


Feb 20, 2022
Gal Kaplun, Nikhil Ghosh, Saurabh Garg, Boaz Barak, Preetum Nakkiran

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* GK and NG contributed equally 

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Leveraging Unlabeled Data to Predict Out-of-Distribution Performance


Feb 09, 2022
Saurabh Garg, Sivaraman Balakrishnan, Zachary C. Lipton, Behnam Neyshabur, Hanie Sedghi

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* Accepted at ICLR 2022 

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Parallel Multi-Scale Networks with Deep Supervision for Hand Keypoint Detection


Dec 19, 2021
Renjie Li, Son Tran, Saurabh Garg, Katherine Lawler, Jane Alty, Quan Bai

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