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Deconstructing Distributions: A Pointwise Framework of Learning


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

* 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

* 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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Mixture Proportion Estimation and PU Learning: A Modern Approach


Nov 01, 2021
Saurabh Garg, Yifan Wu, Alex Smola, Sivaraman Balakrishnan, Zachary C. Lipton

* Spotlight at NeurIPS 2021 

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RATT: Leveraging Unlabeled Data to Guarantee Generalization


May 01, 2021
Saurabh Garg, Sivaraman Balakrishnan, J. Zico Kolter, Zachary C. Lipton

* Pre-print 

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Applications of Artificial Intelligence to aid detection of dementia: a narrative review on current capabilities and future directions


Apr 29, 2021
Renjie Li, Xinyi Wang, Katherine Lawler, Saurabh Garg, Quan Bai, Jane Alty

* 11 pages 

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On Proximal Policy Optimization's Heavy-tailed Gradients


Feb 20, 2021
Saurabh Garg, Joshua Zhanson, Emilio Parisotto, Adarsh Prasad, J. Zico Kolter, Sivaraman Balakrishnan, Zachary C. Lipton, Ruslan Salakhutdinov, Pradeep Ravikumar

* Pre-print 

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A Unified View of Label Shift Estimation


Mar 17, 2020
Saurabh Garg, Yifan Wu, Sivaraman Balakrishnan, Zachary C. Lipton

* Pre-print 

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Code-switched Language Models Using Dual RNNs and Same-Source Pretraining


Sep 06, 2018
Saurabh Garg, Tanmay Parekh, Preethi Jyothi

* Accepted at EMNLP 2018 

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Dual Language Models for Code Switched Speech Recognition


Aug 03, 2018
Saurabh Garg, Tanmay Parekh, Preethi Jyothi

* Accepted at Interspeech 2018 

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A Linear Programming Driven Genetic Algorithm for Meta-Scheduling on Utility Grids


Mar 08, 2009
Saurabh Garg, Pramod Konugurthi, Rajkumar Buyya

* Proceedings of the 16th International Conference on Advanced Computing and Communication (ADCOM 2008, IEEE Press, New York, USA), Dec. 14-17, 2008, Chennai, India 
* 9 pages 

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