Papers
Backpropagation for Energy-Efficient Neuromorphic Computing
Steve K Esser, Rathinakumar Appuswamy, Paul Merolla et al.
Weakly-supervised Disentangling with Recurrent Transformations for 3D View Synthesis
Jimei Yang, Scott E Reed, Ming-Hsuan Yang et al.
Attention-Based Models for Speech Recognition
Jan K Chorowski, Dzmitry Bahdanau, Dmitriy Serdyuk et al.
Statistical Model Criticism using Kernel Two Sample Tests
James R Lloyd, Zoubin Ghahramani
Bayesian Optimization with Exponential Convergence
Kenji Kawaguchi, Leslie Pack Kaelbling, Tomás Lozano-Pérez
Policy Evaluation Using the Ω-Return
Philip S. Thomas, Scott Niekum, Georgios Theocharous et al.
Efficient and Parsimonious Agnostic Active Learning
Tzu-Kuo Huang, Alekh Agarwal, Daniel J. Hsu et al.
Combinatorial Bandits Revisited
Richard Combes, Mohammad Sadegh Talebi Mazraeh Shahi, Alexandre Proutiere et al.
Barrier Frank-Wolfe for Marginal Inference
Rahul G Krishnan, Simon Lacoste-Julien, David Sontag
A Tractable Approximation to Optimal Point Process Filtering: Application to Neural Encoding
Yuval Harel, Ron Meir, Manfred Opper
Optimal Ridge Detection using Coverage Risk
Yen-Chi Chen, Christopher R Genovese, Shirley Ho et al.
Online Gradient Boosting
Alina Beygelzimer, Elad Hazan, Satyen Kale et al.
Data Generation as Sequential Decision Making
Philip Bachman, Doina Precup
Sparse Linear Programming via Primal and Dual Augmented Coordinate Descent
Ian En-Hsu Yen, Kai Zhong, Cho-Jui Hsieh et al.
Dependent Multinomial Models Made Easy: Stick-Breaking with the Polya-gamma Augmentation
Scott Linderman, Matthew J Johnson, Ryan P. Adams
Infinite Factorial Dynamical Model
Isabel Valera, Francisco Ruiz, Lennart Svensson et al.
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting
Xingjian SHI, Zhourong Chen, Hao Wang et al.
Semi-Supervised Factored Logistic Regression for High-Dimensional Neuroimaging Data
Danilo Bzdok, Michael Eickenberg, Olivier Grisel et al.
Nonparametric von Mises Estimators for Entropies, Divergences and Mutual Informations
Kirthevasan Kandasamy, Akshay Krishnamurthy, Barnabas Poczos et al.
Matrix Completion with Noisy Side Information
Kai-Yang Chiang, Cho-Jui Hsieh, Inderjit S Dhillon
Differentially private subspace clustering
Yining Wang, Yu-Xiang Wang, Aarti Singh
Parallel Recursive Best-First AND/OR Search for Exact MAP Inference in Graphical Models
Akihiro Kishimoto, Radu Marinescu, Adi Botea
Less is More: Nyström Computational Regularization
Alessandro Rudi, Raffaello Camoriano, Lorenzo Rosasco
Top-k Multiclass SVM
Maksim Lapin, Matthias Hein, Bernt Schiele
Robust Portfolio Optimization
Huitong Qiu, Fang Han, Han Liu et al.