Papers
Scalable Semidefinite Relaxation for Maximum A Posterior Estimation
Qixing Huang, Yuxin Chen, Leonidas Guibas
Robust Principal Component Analysis with Complex Noise
Qian Zhao, Deyu Meng, Zongben Xu et al.
Spectral Bandits for Smooth Graph Functions
Michal Valko, Remi Munos, Branislav Kveton et al.
Heavy-tailed regression with a generalized median-of-means
Daniel Hsu, Sivan Sabato
Concentration in unbounded metric spaces and algorithmic stability
Aryeh Kontorovich
Compact Random Feature Maps
Raffay Hamid, Ying Xiao, Alex Gittens et al.
Relative Upper Confidence Bound for the K-Armed Dueling Bandit Problem
Masrour Zoghi, Shimon Whiteson, Remi Munos et al.
An Information Geometry of Statistical Manifold Learning
Ke Sun, Stéphane Marchand-Maillet
An Efficient Approach for Assessing Hyperparameter Importance
Frank Hutter, Holger Hoos, Kevin Leyton-Brown
Deep Supervised and Convolutional Generative Stochastic Network for Protein Secondary Structure Prediction
Jian Zhou, Olga Troyanskaya
Filtering with Abstract Particles
Jacob Steinhardt, Percy Liang
Hamiltonian Monte Carlo Without Detailed Balance
Jascha Sohl-Dickstein, Mayur Mudigonda, Michael DeWeese
Learning Sum-Product Networks with Direct and Indirect Variable Interactions
Amirmohammad Rooshenas, Daniel Lowd
Memory Efficient Kernel Approximation
Si Si, Cho-Jui Hsieh, Inderjit Dhillon
True Online TD(lambda)
Harm Seijen, Rich Sutton
Admixture of Poisson MRFs: A Topic Model with Word Dependencies
David Inouye, Pradeep Ravikumar, Inderjit Dhillon
Coherent Matrix Completion
Yudong Chen, Srinadh Bhojanapalli, Sujay Sanghavi et al.
Narrowing the Gap: Random Forests In Theory and In Practice
Misha Denil, David Matheson, Nando De Freitas
DeCAF: A Deep Convolutional Activation Feature for Generic Visual Recognition
Jeff Donahue, Yangqing Jia, Oriol Vinyals et al.
Efficient Continuous-Time Markov Chain Estimation
Monir Hajiaghayi, Bonnie Kirkpatrick, Liangliang Wang et al.
Spherical Hamiltonian Monte Carlo for Constrained Target Distributions
Shiwei Lan, Bo Zhou, Babak Shahbaba
Towards an optimal stochastic alternating direction method of multipliers
Samaneh Azadi, Suvrit Sra
Agnostic Bayesian Learning of Ensembles
Alexandre Lacoste, Mario Marchand, François Laviolette et al.