Papers
Discovering Latent Structure in Task-Oriented Dialogues
Ke Zhai, Jason D. Williams
Text-level Discourse Dependency Parsing
Sujian Li, Liang Wang, Ziqiang Cao et al.
Representation Learning for Text-level Discourse Parsing
Yangfeng Ji, Jacob Eisenstein
Learning Ensembles of Structured Prediction Rules
Corinna Cortes, Vitaly Kuznetsov, Mehryar Mohri
Deep Fragment Embeddings for Bidirectional Image Sentence Mapping
Andrej Karpathy, Armand Joulin, Li F Fei-Fei
Learning Chordal Markov Networks by Dynamic Programming
Kustaa Kangas, Mikko Koivisto, Teppo Niinimäki
Discriminative Unsupervised Feature Learning with Convolutional Neural Networks
Alexey Dosovitskiy, Jost Tobias Springenberg, Martin Riedmiller et al.
Message Passing Inference for Large Scale Graphical Models with High Order Potentials
Jian Zhang, Alex Schwing, Raquel Urtasun
On the Number of Linear Regions of Deep Neural Networks
Guido F. Montufar, Razvan Pascanu, Kyunghyun Cho et al.
Probabilistic ODE Solvers with Runge-Kutta Means
Michael Schober, David K. Duvenaud, Philipp Hennig
Discriminative Metric Learning by Neighborhood Gerrymandering
Shubhendu Trivedi, David Mcallester, Greg Shakhnarovich
Global Sensitivity Analysis for MAP Inference in Graphical Models
Jasper De Bock, Cassio P de Campos, Alessandro Antonucci
Best-Arm Identification in Linear Bandits
Marta Soare, Alessandro Lazaric, Remi Munos
Generalized Dantzig Selector: Application to the k-support norm
Soumyadeep Chatterjee, Sheng Chen, Arindam Banerjee
Shape and Illumination from Shading using the Generic Viewpoint Assumption
Daniel Zoran, Dilip Krishnan, José Bento et al.
Factoring Variations in Natural Images with Deep Gaussian Mixture Models
Aaron van den Oord, Benjamin Schrauwen
Optimistic Planning in Markov Decision Processes Using a Generative Model
Balázs Szörényi, Gunnar Kedenburg, Remi Munos
Testing Unfaithful Gaussian Graphical Models
De Wen Soh, Sekhar C Tatikonda
Generalized Unsupervised Manifold Alignment
Zhen Cui, Hong Chang, Shiguang Shan et al.
Fast Kernel Learning for Multidimensional Pattern Extrapolation
Andrew G Wilson, Elad Gilboa, Arye Nehorai et al.
Bounded Regret for Finite-Armed Structured Bandits
Tor Lattimore, Remi Munos
Generative Adversarial Nets
Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza et al.
Analysis of Learning from Positive and Unlabeled Data
Marthinus C du Plessis, Gang Niu, Masashi Sugiyama
From MAP to Marginals: Variational Inference in Bayesian Submodular Models
Josip Djolonga, Andreas Krause