Papers
Concrete Dropout
Yarin Gal, Jiri Hron, Alex Kendall
Reinforcement Learning under Model Mismatch
Aurko Roy, Huan Xu, Sebastian Pokutta
Accelerated Stochastic Greedy Coordinate Descent by Soft Thresholding Projection onto Simplex
Chaobing Song, Shaobo Cui, Yong Jiang et al.
Pixels to Graphs by Associative Embedding
Alejandro Newell, Jia Deng
Online Learning with Transductive Regret
Mehryar Mohri, Scott Yang
Lookahead Bayesian Optimization with Inequality Constraints
Remi Lam, Karen Willcox
Hiding Images in Plain Sight: Deep Steganography
Shumeet Baluja
Working hard to know your neighbor's margins: Local descriptor learning loss
Anastasiia Mishchuk, Dmytro Mishkin, Filip Radenovic et al.
Stochastic Optimization with Variance Reduction for Infinite Datasets with Finite Sum Structure
Alberto Bietti, Julien Mairal
Nonparametric Online Regression while Learning the Metric
Ilja Kuzborskij, Nicolò Cesa-Bianchi
From Parity to Preference-based Notions of Fairness in Classification
Muhammad Bilal Zafar, Isabel Valera, Manuel Rodriguez et al.
Doubly Stochastic Variational Inference for Deep Gaussian Processes
Hugh Salimbeni, Marc Deisenroth
First-Order Adaptive Sample Size Methods to Reduce Complexity of Empirical Risk Minimization
Aryan Mokhtari, Alejandro Ribeiro
Non-convex Finite-Sum Optimization Via SCSG Methods
Lihua Lei, Cheng Ju, Jianbo Chen et al.
Mean Field Residual Networks: On the Edge of Chaos
Ge Yang, Samuel Schoenholz
The Marginal Value of Adaptive Gradient Methods in Machine Learning
Ashia C Wilson, Rebecca Roelofs, Mitchell Stern et al.
Toward Multimodal Image-to-Image Translation
Jun-Yan Zhu, Richard Zhang, Deepak Pathak et al.
Dynamic Safe Interruptibility for Decentralized Multi-Agent Reinforcement Learning
El Mahdi El Mhamdi, Rachid Guerraoui, Hadrien Hendrikx et al.
Safe and Nested Subgame Solving for Imperfect-Information Games
Noam Brown, Tuomas Sandholm
Online control of the false discovery rate with decaying memory
Aaditya Ramdas, Fanny Yang, Martin J. Wainwright et al.
Excess Risk Bounds for the Bayes Risk using Variational Inference in Latent Gaussian Models
Rishit Sheth, Roni Khardon
PixelGAN Autoencoders
Alireza Makhzani, Brendan J. Frey
Group Sparse Additive Machine
Hong Chen, Xiaoqian Wang, Cheng Deng et al.
Faster and Non-ergodic O(1/K) Stochastic Alternating Direction Method of Multipliers
Cong Fang, Feng Cheng, Zhouchen Lin