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Oral
Wed Dec 06 04:20 PM -- 04:35 PM (PST) @ Hall C
Reliable Decision Support using Counterfactual Models
In Probabilistic Methods, Applications
Peter Schulam · Suchi Saria
Oral
Wed Dec 06 04:35 PM -- 04:50 PM (PST) @ Hall C
Convolutional Gaussian Processes
In Probabilistic Methods, Applications
Mark van der Wilk · Carl Edward Rasmussen · James Hensman
Oral
Wed Dec 06 04:50 PM -- 05:05 PM (PST) @ Hall C
Counterfactual Fairness
In Probabilistic Methods, Applications
Matt Kusner · Joshua Loftus · Chris Russell · Ricardo Silva
Spotlight
Wed Dec 06 05:05 PM -- 05:10 PM (PST) @ Hall C
An Empirical Bayes Approach to Optimizing Machine Learning Algorithms
In Probabilistic Methods, Applications
James McInerney
Spotlight
Wed Dec 06 05:10 PM -- 05:15 PM (PST) @ Hall C
PASS-GLM: polynomial approximate sufficient statistics for scalable Bayesian GLM inference
In Probabilistic Methods, Applications
Jonathan Huggins · Ryan Adams · Tamara Broderick
Spotlight
Wed Dec 06 05:15 PM -- 05:20 PM (PST) @ Hall C
Multiresolution Kernel Approximation for Gaussian Process Regression
In Probabilistic Methods, Applications
Yi Ding · Risi Kondor · Jonathan Eskreis-Winkler
Spotlight
Wed Dec 06 05:20 PM -- 05:25 PM (PST) @ Hall C
Multi-Information Source Optimization
In Probabilistic Methods, Applications
Matthias Poloczek · Jialei Wang · Peter Frazier
Spotlight
Wed Dec 06 05:25 PM -- 05:30 PM (PST) @ Hall C
Doubly Stochastic Variational Inference for Deep Gaussian Processes
In Probabilistic Methods, Applications
Hugh Salimbeni · Marc Deisenroth
Spotlight
Wed Dec 06 05:30 PM -- 05:35 PM (PST) @ Hall C
Permutation-based Causal Inference Algorithms with Interventions
In Probabilistic Methods, Applications
Yuhao Wang · Liam Solus · Karren Yang · Caroline Uhler
Spotlight
Wed Dec 06 05:35 PM -- 05:40 PM (PST) @ Hall C
Gradients of Generative Models for Improved Discriminative Analysis of Tandem Mass Spectra
In Probabilistic Methods, Applications
John T Halloran · David M Rocke
Spotlight
Wed Dec 06 05:40 PM -- 05:45 PM (PST) @ Hall C
Style Transfer from Non-parallel Text by Cross-Alignment
In Probabilistic Methods, Applications
Tianxiao Shen · Tao Lei · Regina Barzilay · Tommi Jaakkola
Spotlight
Wed Dec 06 05:45 PM -- 05:50 PM (PST) @ Hall C
Premise Selection for Theorem Proving by Deep Graph Embedding
In Probabilistic Methods, Applications
Mingzhe Wang · Yihe Tang · Jian Wang · Jia Deng
Spotlight
Wed Dec 06 05:50 PM -- 05:55 PM (PST) @ Hall C
Deep Multi-task Gaussian Processes for Survival Analysis with Competing Risks
In Probabilistic Methods, Applications
Ahmed M. Alaa · Mihaela van der Schaar
Spotlight
Wed Dec 06 05:55 PM -- 06:00 PM (PST) @ Hall C
Unsupervised Learning of Disentangled Representations from Video
In Probabilistic Methods, Applications
Emily Denton · vighnesh Birodkar