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Robust and Differentially Private Mean Estimation

Feb 18, 2021
Xiyang Liu, Weihao Kong, Sham Kakade, Sewoong Oh

* 55 pages, 1 figure 

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Efficient Algorithms for Federated Saddle Point Optimization

Feb 12, 2021
Charlie Hou, Kiran K. Thekumparampil, Giulia Fanti, Sewoong Oh


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Eliminating Sharp Minima from SGD with Truncated Heavy-tailed Noise

Feb 08, 2021
Xingyu Wang, Sewoong Oh, Chang-Han Rhee

* 14 Pages, 5 figures 

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Projection Efficient Subgradient Method and Optimal Nonsmooth Frank-Wolfe Method

Oct 05, 2020
Kiran Koshy Thekumparampil, Prateek Jain, Praneeth Netrapalli, Sewoong Oh


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Deepcode and Modulo-SK are Designed for Different Settings

Aug 18, 2020
Hyeji Kim, Yihan Jiang, Sreeram Kannan, Sewoong Oh, Pramod Viswanath


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Robust Meta-learning for Mixed Linear Regression with Small Batches

Jun 18, 2020
Weihao Kong, Raghav Somani, Sham Kakade, Sewoong Oh

* 52 pages, 2 figures 

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Meta-learning for mixed linear regression

Feb 20, 2020
Weihao Kong, Raghav Somani, Zhao Song, Sham Kakade, Sewoong Oh


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Turbo Autoencoder: Deep learning based channel codes for point-to-point communication channels

Nov 08, 2019
Yihan Jiang, Hyeji Kim, Himanshu Asnani, Sreeram Kannan, Sewoong Oh, Pramod Viswanath


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Optimal transport mapping via input convex neural networks

Aug 28, 2019
Ashok Vardhan Makkuva, Amirhossein Taghvaei, Sewoong Oh, Jason D. Lee


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Efficient Algorithms for Smooth Minimax Optimization

Jul 02, 2019
Kiran Koshy Thekumparampil, Prateek Jain, Praneeth Netrapalli, Sewoong Oh


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InfoGAN-CR: Disentangling Generative Adversarial Networks with Contrastive Regularizers

Jun 14, 2019
Zinan Lin, Kiran Koshy Thekumparampil, Giulia Fanti, Sewoong Oh

* 25 pages, 21 figures 

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Robust conditional GANs under missing or uncertain labels

Jun 09, 2019
Kiran Koshy Thekumparampil, Sewoong Oh, Ashish Khetan


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Learning in Gated Neural Networks

Jun 06, 2019
Ashok Vardhan Makkuva, Sewoong Oh, Sreeram Kannan, Pramod Viswanath


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Number of Connected Components in a Graph: Estimation via Counting Patterns

Dec 01, 2018
Ashish Khetan, Harshay Shah, Sewoong Oh

* 31 pages, 8 figures 

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LEARN Codes: Inventing Low-latency Codes via Recurrent Neural Networks

Nov 30, 2018
Yihan Jiang, Hyeji Kim, Himanshu Asnani, Sreeram Kannan, Sewoong Oh, Pramod Viswanath


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Robustness of Conditional GANs to Noisy Labels

Nov 08, 2018
Kiran Koshy Thekumparampil, Ashish Khetan, Zinan Lin, Sewoong Oh


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PacGAN: The power of two samples in generative adversarial networks

Nov 02, 2018
Zinan Lin, Ashish Khetan, Giulia Fanti, Sewoong Oh

* 49 pages, 24 figures 

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Rate Distortion For Model Compression: From Theory To Practice

Oct 09, 2018
Weihao Gao, Chong Wang, Sewoong Oh

* 15 pages, 5 figures 

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Estimating Mutual Information for Discrete-Continuous Mixtures

Oct 09, 2018
Weihao Gao, Sreeram Kannan, Sewoong Oh, Pramod Viswanath

* 25 pages, 3 figures. Part of this paper appears in the Conference on Neural Information Processing Systems (NIPS), 2017 

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Learning One-hidden-layer Neural Networks under General Input Distributions

Oct 09, 2018
Weihao Gao, Ashok Vardhan Makkuva, Sewoong Oh, Pramod Viswanath

* 19 pages, 4 figures 

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Breaking the gridlock in Mixture-of-Experts: Consistent and Efficient Algorithms

Oct 09, 2018
Ashok Vardhan Makkuva, Sewoong Oh, Sreeram Kannan, Pramod Viswanath


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Iterative Bayesian Learning for Crowdsourced Regression

Oct 08, 2018
Jungseul Ok, Sewoong Oh, Yunhun Jang, Jinwoo Shin, Yung Yi


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Deepcode: Feedback Codes via Deep Learning

Jul 02, 2018
Hyeji Kim, Yihan Jiang, Sreeram Kannan, Sewoong Oh, Pramod Viswanath

* 24 pages, 20 figures 

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Communication Algorithms via Deep Learning

May 23, 2018
Hyeji Kim, Yihan Jiang, Ranvir Rana, Sreeram Kannan, Sewoong Oh, Pramod Viswanath

* 19 pages, published as a conference paper at ICLR 2018 

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Attention-based Graph Neural Network for Semi-supervised Learning

Mar 10, 2018
Kiran K. Thekumparampil, Chong Wang, Sewoong Oh, Li-Jia Li


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Discovering Potential Correlations via Hypercontractivity

Nov 13, 2017
Hyeji Kim, Weihao Gao, Sreeram Kannan, Sewoong Oh, Pramod Viswanath

* 30 pages, 19 figures, accepted for publication in the 31st Conference on Neural Information Processing Systems (NIPS 2017) 

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Achieving Budget-optimality with Adaptive Schemes in Crowdsourcing

Aug 25, 2017
Ashish Khetan, Sewoong Oh

* 32 pages, 4 figures 

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Learning from Comparisons and Choices

Apr 24, 2017
Sahand Negahban, Sewoong Oh, Kiran K. Thekumparampil, Jiaming Xu

* 64 pages, 4 figures. arXiv admin note: substantial text overlap with arXiv:1506.07947 

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Spectrum Estimation from a Few Entries

Mar 18, 2017
Ashish Khetan, Sewoong Oh

* 52 pages; 15 figures 

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