Papers
On some provably correct cases of variational inference for topic models
Pranjal Awasthi, Andrej Risteski
Tensorizing Neural Networks
Alexander Novikov, Dmitrii Podoprikhin, Anton Osokin et al.
From random walks to distances on unweighted graphs
Tatsunori Hashimoto, Yi Sun, Tommi Jaakkola
SGD Algorithms based on Incomplete U-statistics: Large-Scale Minimization of Empirical Risk
Guillaume Papa, Stéphan Clémençon, Aurélien Bellet
Convergence Analysis of Prediction Markets via Randomized Subspace Descent
Rafael Frongillo, Mark D. Reid
Tractable Bayesian Network Structure Learning with Bounded Vertex Cover Number
Janne H Korhonen, Pekka Parviainen
Learning with Group Invariant Features: A Kernel Perspective.
Youssef Mroueh, Stephen Voinea, Tomaso A Poggio
Algorithmic Stability and Uniform Generalization
Ibrahim M Alabdulmohsin
Fast Lifted MAP Inference via Partitioning
Somdeb Sarkhel, Parag Singla, Vibhav G Gogate
Risk-Sensitive and Robust Decision-Making: a CVaR Optimization Approach
Yinlam Chow, Aviv Tamar, Shie Mannor et al.
Testing Closeness With Unequal Sized Samples
Bhaswar Bhattacharya, Gregory Valiant
Sparse and Low-Rank Tensor Decomposition
Parikshit Shah, Nikhil Rao, Gongguo Tang
Fighting Bandits with a New Kind of Smoothness
Jacob D. Abernethy, Chansoo Lee, Ambuj Tewari
Parallel Predictive Entropy Search for Batch Global Optimization of Expensive Objective Functions
Amar Shah, Zoubin Ghahramani
The Population Posterior and Bayesian Modeling on Streams
James McInerney, Rajesh Ranganath, David Blei
Revenue Optimization against Strategic Buyers
Mehryar Mohri, Andres Munoz
On the consistency theory of high dimensional variable screening
Xiangyu Wang, Chenlei Leng, David B Dunson
Spectral Representations for Convolutional Neural Networks
Oren Rippel, Jasper Snoek, Ryan P. Adams
Calibrated Structured Prediction
Volodymyr Kuleshov, Percy Liang
Nearly Optimal Private LASSO
Kunal Talwar, Abhradeep Guha Thakurta, Li Zhang
COEVOLVE: A Joint Point Process Model for Information Diffusion and Network Co-evolution
Mehrdad Farajtabar, Yichen Wang, Manuel Gomez Rodriguez et al.
Robust Feature-Sample Linear Discriminant Analysis for Brain Disorders Diagnosis
Ehsan Adeli-Mosabbeb, Kim-Han Thung, Le An et al.
Winner-Take-All Autoencoders
Alireza Makhzani, Brendan J. Frey