Papers
Algorithms with Logarithmic or Sublinear Regret for Constrained Contextual Bandits
Huasen Wu, R. Srikant, Xin Liu et al.
Sample Complexity of Episodic Fixed-Horizon Reinforcement Learning
Christoph Dann, Emma Brunskill
A Bayesian Framework for Modeling Confidence in Perceptual Decision Making
Koosha Khalvati, Rajesh P. Rao
Inference for determinantal point processes without spectral knowledge
Rémi Bardenet, Michalis Titsias RC AUEB
Scalable Adaptation of State Complexity for Nonparametric Hidden Markov Models
Michael C Hughes, William T Stephenson, Erik Sudderth
Natural Neural Networks
Guillaume Desjardins, Karen Simonyan, Razvan Pascanu et al.
LASSO with Non-linear Measurements is Equivalent to One With Linear Measurements
CHRISTOS THRAMPOULIDIS, Ehsan Abbasi, Babak Hassibi
Lifted Inference Rules With Constraints
Happy Mittal, Anuj Mahajan, Vibhav G Gogate et al.
Market Scoring Rules Act As Opinion Pools For Risk-Averse Agents
Mithun Chakraborty, Sanmay Das
Sparse PCA via Bipartite Matchings
Megasthenis Asteris, Dimitris Papailiopoulos, Anastasios Kyrillidis et al.
Generative Image Modeling Using Spatial LSTMs
Lucas Theis, Matthias Bethge
Differentially Private Learning of Structured Discrete Distributions
Ilias Diakonikolas, Moritz Hardt, Ludwig Schmidt
Learning Bayesian Networks with Thousands of Variables
Mauro Scanagatta, Cassio P de Campos, Giorgio Corani et al.
Fast and Accurate Inference of Plackett–Luce Models
Lucas Maystre, Matthias Grossglauser
Pointer Networks
Oriol Vinyals, Meire Fortunato, Navdeep Jaitly
Unlocking neural population non-stationarities using hierarchical dynamics models
Mijung Park, Gergo Bohner, Jakob H. Macke
Local Smoothness in Variance Reduced Optimization
Daniel Vainsencher, Han Liu, Tong Zhang
A Framework for Individualizing Predictions of Disease Trajectories by Exploiting Multi-Resolution Structure
Peter Schulam, Suchi Saria
GP Kernels for Cross-Spectrum Analysis
Kyle R Ulrich, David E Carlson, Kafui Dzirasa et al.
Practical and Optimal LSH for Angular Distance
Alexandr Andoni, Piotr Indyk, Thijs Laarhoven et al.
Grammar as a Foreign Language
Oriol Vinyals, Łukasz Kaiser, Terry Koo et al.
Inferring Algorithmic Patterns with Stack-Augmented Recurrent Nets
Armand Joulin, Tomas Mikolov
Interactive Control of Diverse Complex Characters with Neural Networks
Igor Mordatch, Kendall Lowrey, Galen Andrew et al.
Character-level Convolutional Networks for Text Classification
Xiang Zhang, Junbo Zhao, Yann LeCun
Fast and Memory Optimal Low-Rank Matrix Approximation
Se-Young Yun, marc lelarge, Alexandre Proutiere