Papers
Factored Bandits
Julian Zimmert, Yevgeny Seldin
cpSGD: Communication-efficient and differentially-private distributed SGD
Naman Agarwal, Ananda Theertha Suresh, Felix Xinnan X Yu et al.
First-order Stochastic Algorithms for Escaping From Saddle Points in Almost Linear Time
Yi Xu, Rong Jin, Tianbao Yang
Out-of-Distribution Detection using Multiple Semantic Label Representations
Gabi Shalev, Yossi Adi, Joseph Keshet
Diffusion Maps for Textual Network Embedding
Xinyuan Zhang, Yitong Li, Dinghan Shen et al.
Fighting Boredom in Recommender Systems with Linear Reinforcement Learning
Romain WARLOP, Alessandro Lazaric, Jérémie Mary
Mixture Matrix Completion
Daniel Pimentel-Alarcon
Learning to Reconstruct Shapes from Unseen Classes
Xiuming Zhang, Zhoutong Zhang, Chengkai Zhang et al.
Contextual Combinatorial Multi-armed Bandits with Volatile Arms and Submodular Reward
Lixing Chen, Jie Xu, Zhuo Lu
When do random forests fail?
Cheng Tang, Damien Garreau, Ulrike von Luxburg
Simple, Distributed, and Accelerated Probabilistic Programming
Dustin Tran, Matthew W Hoffman, Dave Moore et al.
Bayesian Semi-supervised Learning with Graph Gaussian Processes
Yin Cheng Ng, Nicolò Colombo, Ricardo Silva
Scalable Coordinated Exploration in Concurrent Reinforcement Learning
Maria Dimakopoulou, Ian Osband, Benjamin Van Roy
Unsupervised Learning of Object Landmarks through Conditional Image Generation
Tomas Jakab, Ankush Gupta, Hakan Bilen et al.
Why Is My Classifier Discriminatory?
Irene Chen, Fredrik D Johansson, David Sontag
Learning to Share and Hide Intentions using Information Regularization
DJ Strouse, Max Kleiman-Weiner, Josh Tenenbaum et al.
Isolating Sources of Disentanglement in Variational Autoencoders
Ricky T. Q. Chen, Xuechen Li, Roger B Grosse et al.
Unsupervised Cross-Modal Alignment of Speech and Text Embedding Spaces
Yu-An Chung, Wei-Hung Weng, Schrasing Tong et al.
Solving Non-smooth Constrained Programs with Lower Complexity than O(1/ε): A Primal-Dual Homotopy Smoothing Approach
Xiaohan Wei, Hao Yu, Qing Ling et al.
Structured Local Minima in Sparse Blind Deconvolution
Yuqian Zhang, Han-wen Kuo, John Wright
Dendritic cortical microcircuits approximate the backpropagation algorithm
João Sacramento, Rui Ponte Costa, Yoshua Bengio et al.
Information-theoretic Limits for Community Detection in Network Models
Chuyang Ke, Jean Honorio
Generalizing to Unseen Domains via Adversarial Data Augmentation
Riccardo Volpi, Hongseok Namkoong, Ozan Sener et al.
Modelling and unsupervised learning of symmetric deformable object categories
James Thewlis, Hakan Bilen, Andrea Vedaldi
Variational Inference with Tail-adaptive f-Divergence
Dilin Wang, Hao Liu, Qiang Liu