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Character-Aware Neural Language Models
- Yoon Kim, Yacine Jernite, D. Sontag, Alexander M. Rush
- Computer ScienceAAAI
- 26 August 2015
TLDR
Estimating individual treatment effect: generalization bounds and algorithms
- Uri Shalit, Fredrik D. Johansson, D. Sontag
- Computer ScienceICML
- 13 June 2016
TLDR
Recurrent Neural Networks for Multivariate Time Series with Missing Values
- Zhengping Che, S. Purushotham, Kyunghyun Cho, D. Sontag, Yan Liu
- Computer ScienceScientific Reports
- 6 June 2016
TLDR
Learning Representations for Counterfactual Inference
- Fredrik D. Johansson, Uri Shalit, D. Sontag
- Computer ScienceICML
- 12 May 2016
TLDR
Causal Effect Inference with Deep Latent-Variable Models
- Christos Louizos, Uri Shalit, J. Mooij, D. Sontag, R. Zemel, M. Welling
- Computer ScienceNIPS
- 24 May 2017
TLDR
A Practical Algorithm for Topic Modeling with Provable Guarantees
- Sanjeev Arora, Rong Ge, Michael Zhu
- Computer ScienceICML
- 19 December 2012
TLDR
BLOG: Probabilistic Models with Unknown Objects
- Brian Milch, B. Marthi, Stuart J. Russell, D. Sontag, D. L. Ong, A. Kolobov
- Computer ScienceIJCAI
- 30 July 2005
TLDR
Tightening LP Relaxations for MAP using Message Passing
- D. Sontag, Talya Meltzer, A. Globerson, T. Jaakkola, Yair Weiss
- Computer ScienceUAI
- 9 July 2008
TLDR
Structured Inference Networks for Nonlinear State Space Models
- R. G. Krishnan, Uri Shalit, D. Sontag
- Computer ScienceAAAI
- 30 September 2016
TLDR
Deep Kalman Filters
- R. G. Krishnan, Uri Shalit, D. Sontag
- Computer ScienceArXiv
- 16 November 2015
TLDR
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