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Variational Autoencoders for Collaborative Filtering

Feb 16, 2018
Dawen Liang, Rahul G. Krishnan, Matthew D. Hoffman, Tony Jebara

* 10 pages, 3 figures. WWW 2018 

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On the challenges of learning with inference networks on sparse, high-dimensional data

Oct 17, 2017
Rahul G. Krishnan, Dawen Liang, Matthew Hoffman

* 14 pages, 3 tables, 11 figures 

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Structured Inference Networks for Nonlinear State Space Models

Dec 05, 2016
Rahul G. Krishnan, Uri Shalit, David Sontag

* To appear in the Thirty-First AAAI Conference on Artificial Intelligence, February 2017, 13 pages, 11 figures with supplement, changed to AAAI formatting style, added references 

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Deep Kalman Filters

Nov 25, 2015
Rahul G. Krishnan, Uri Shalit, David Sontag

* 17 pages, 14 figures: Fixed typo in Fig. 1(b) and added reference 

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Barrier Frank-Wolfe for Marginal Inference

Nov 25, 2015
Rahul G. Krishnan, Simon Lacoste-Julien, David Sontag

* 25 pages, 12 figures, To appear in Neural Information Processing Systems (NIPS) 2015, Corrected reference and cleaned up bibliography 

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