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Enriching Word Embeddings with Temporal and Spatial Information

Oct 02, 2020
Hongyu Gong, Suma Bhat, Pramod Viswanath


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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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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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Learning in Gated Neural Networks

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


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Context-Sensitive Malicious Spelling Error Correction

Jan 23, 2019
Hongyu Gong, Yuchen Li, Suma Bhat, Pramod Viswanath


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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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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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Graph2Seq: Scalable Learning Dynamics for Graphs

Oct 09, 2018
Shaileshh Bojja Venkatakrishnan, Mohammad Alizadeh, Pramod Viswanath


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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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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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Embedding Syntax and Semantics of Prepositions via Tensor Decomposition

May 23, 2018
Hongyu Gong, Suma Bhat, Pramod Viswanath


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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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All-but-the-Top: Simple and Effective Postprocessing for Word Representations

Mar 19, 2018
Jiaqi Mu, Suma Bhat, Pramod Viswanath


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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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MORSE: Semantic-ally Drive-n MORpheme SEgment-er

May 01, 2017
Tarek Sakakini, Suma Bhat, Pramod Viswanath


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Representing Sentences as Low-Rank Subspaces

Apr 18, 2017
Jiaqi Mu, Suma Bhat, Pramod Viswanath


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Fixing the Infix: Unsupervised Discovery of Root-and-Pattern Morphology

Feb 11, 2017
Tarek Sakakini, Suma Bhat, Pramod Viswanath


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Prepositions in Context

Feb 05, 2017
Hongyu Gong, Jiaqi Mu, Suma Bhat, Pramod Viswanath


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Geometry of Compositionality

Nov 29, 2016
Hongyu Gong, Suma Bhat, Pramod Viswanath


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Geometry of Polysemy

Oct 24, 2016
Jiaqi Mu, Suma Bhat, Pramod Viswanath


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Breaking the Bandwidth Barrier: Geometrical Adaptive Entropy Estimation

Sep 07, 2016
Weihao Gao, Sewoong Oh, Pramod Viswanath

* 24 pages 8 figures 

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Demystifying Fixed k-Nearest Neighbor Information Estimators

Aug 10, 2016
Weihao Gao, Sewoong Oh, Pramod Viswanath

* 55 pages, 8 figures 

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Conditional Dependence via Shannon Capacity: Axioms, Estimators and Applications

Jun 02, 2016
Weihao Gao, Sreeram Kannan, Sewoong Oh, Pramod Viswanath

* 43 pages, 3 figures 

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Spy vs. Spy: Rumor Source Obfuscation

Apr 26, 2015
Giulia Fanti, Peter Kairouz, Sewoong Oh, Pramod Viswanath

* 14 pages 10 figures 

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