| 2018 | On how complexity affects the stability of a predictor. | Joel Ratsaby |
| 2018 | Iterative Supervised Principal Components. | Juho Piironen, Aki Vehtari |
| 2018 | Fast Threshold Tests for Detecting Discrimination. | Emma Pierson, Sam Corbett-Davies, Sharad Goel |
| 2018 | Structured Factored Inference for Probabilistic Programming. | Avi Pfeffer, Brian E. Ruttenberg, William Kretschmer, Alison O'Connor |
| 2018 | Actor-Critic Fictitious Play in Simultaneous Move Multistage Games. | Julien Prolat, Bilal Piot, Olivier Pietquin |
| 2018 | The emergence of spectral universality in deep networks. | Jeffrey Pennington, Samuel S. Schoenholz, Surya Ganguli |
| 2018 | On Statistical Optimality of Variational Bayes. | Debdeep Pati, Anirban Bhattacharya, Yun Yang |
| 2018 | Catalyst for Gradient-based Nonconvex Optimization. | Courtney Paquette, Hongzhou Lin, Dmitriy Drusvyatskiy, Julien Mairal, Zad Harchaoui |
| 2018 | Optimal Submodular Extensions for Marginal Estimation. | Pankaj Pansari, Chris Russell, M. Pawan Kumar |
| 2018 | Probability-Revealing Samples. | Krzysztof Onak, Xiaorui Sun |
| 2018 | Spectral Algorithms for Computing Fair Support Vector Machines. | Matt Olfat, Anil Aswani |
| 2018 | Scalable Hash-Based Estimation of Divergence Measures. | Morteza Noshad, Alfred O. Hero III |
| 2018 | Gradient Layer: Enhancing the Convergence of Adversarial Training for Generative Models. | Atsushi Nitanda, Taiji Suzuki |
| 2018 | Why Adaptively Collected Data Have Negative Bias and How to Correct for It. | Xinkun Nie, Xiaoying Tian, Jonathan Taylor, James Zou |
| 2018 | Learning with Complex Loss Functions and Constraints. | Harikrishna Narasimhan |
| 2018 | Learning Priors for Invariance. | Eric T. Nalisnick, Padhraic Smyth |
| 2018 | Variational Sequential Monte Carlo. | Christian A. Naesseth, Scott W. Linderman, Rajesh Ranganath, David M. Blei |
| 2018 | Generalized Binary Search For Split-Neighborly Problems. | Stephen Mussmann, Percy Liang |
| 2018 | Delayed Sampling and Automatic Rao-Blackwellization of Probabilistic Programs. | Lawrence M. Murray, Daniel Lundn, Jan Kudlicka, David Broman, Thomas B. Schn |
| 2018 | Combinatorial Preconditioners for Proximal Algorithms on Graphs. | Thomas Mllenhoff, Zhenzhang Ye, Tao Wu, Daniel Cremers |
| 2018 | Conditional Gradient Method for Stochastic Submodular Maximization: Closing the Gap. | Aryan Mokhtari, Hamed Hassani, Amin Karbasi |
| 2018 | Competing with Automata-based Expert Sequences. | Mehryar Mohri, Scott Yang |
| 2018 | Learning to Round for Discrete Labeling Problems. | Pritish Mohapatra, C. V. Jawahar, M. Pawan Kumar |
| 2018 | Submodularity on Hypergraphs: From Sets to Sequences. | Marko Mitrovic, Moran Feldman, Andreas Krause, Amin Karbasi |
| 2018 | The Power Mean Laplacian for Multilayer Graph Clustering. | Pedro Mercado, Antoine Gautier, Francesco Tudisco, Matthias Hein |