Papers
A Framework for Optimal Matching for Causal Inference
Nathan Kallus
A Learning Theory of Ranking Aggregation
Anna Korba, Stéphan Clemencon, Eric Sibony
A Maximum Matching Algorithm for Basis Selection in Spectral Learning
Ariadna Quattoni, Xavier Carreras, Matthias Gallé
A New Class of Private Chi-Square Hypothesis Tests
Ryan Rogers, Daniel Kifer
Annular Augmentation Sampling
Francois Fagan, Jalaj Bhandari, John Cunningham
Anomaly Detection in Extreme Regions via Empirical MV-sets on the Sphere
Albert Thomas, Stéphan Clemencon, Alexandre Gramfort et al.
ASAGA: Asynchronous Parallel SAGA
Rémi Leblond, Fabian Pedregosa, Simon Lacoste-Julien
A Stochastic Nonconvex Splitting Method for Symmetric Nonnegative Matrix Factorization
Songtao Lu, Mingyi Hong, Zhengdao Wang
A Sub-Quadratic Exact Medoid Algorithm
James Newling, Francois Fleuret
Asymptotically exact inference in differentiable generative models
Matthew Graham, Amos Storkey
Attributing Hacks
Ziqi Liu, Alex Smola, Kyle Soska et al.
A Unified Computational and Statistical Framework for Nonconvex Low-rank Matrix Estimation
Lingxiao Wang, Xiao Zhang, Quanquan Gu
A Unified Optimization View on Generalized Matching Pursuit and Frank-Wolfe
Francesco Locatello, Rajiv Khanna, Michael Tschannen et al.
Automated Inference with Adaptive Batches
Soham De, Abhay Yadav, David Jacobs et al.
Bayesian Hybrid Matrix Factorisation for Data Integration
Thomas Brouwer, Pietro Lio
Bayesian Learning and Inference in Recurrent Switching Linear Dynamical Systems
Scott Linderman, Matthew Johnson, Andrew Miller et al.
Belief Propagation in Conditional RBMs for Structured Prediction
Wei Ping, Alex Ihler
Beta calibration: a well-founded and easily implemented improvement on logistic calibration for binary classifiers
Meelis Kull, Telmo Silva Filho, Peter Flach
Black-box Importance Sampling
Qiang Liu, Jason Lee
Clustering from Multiple Uncertain Experts
Yale Chang, Junxiang Chen, Michael Cho et al.
Combinatorial Topic Models using Small-Variance Asymptotics
Ke Jiang, Suvrit Sra, Brian Kulis
Communication-efficient Distributed Sparse Linear Discriminant Analysis
Lu Tian, Quanquan Gu