| 2017 | Improving Optimization-Based Approximate Inference by Clamping Variables. | Junyao Zhao, Josip Djolonga, Sebastian Tschiatschek, Andreas Krause |
| 2017 | Balanced Mini-batch Sampling for SGD Using Determinantal Point Processes. | Cheng Zhang, Hedvig Kjellstrm, Stephan Mandt |
| 2017 | Feature-to-Feature Regression for a Two-Step Conditional Independence Test. | Qinyi Zhang, Sarah Filippi, Seth R. Flaxman, Dino Sejdinovic |
| 2017 | SAT-Based Causal Discovery under Weaker Assumptions. | Zhalama, Jiji Zhang, Frederick Eberhardt, Wolfgang Mayer |
| 2017 | Communication-Efficient Distributed Primal-Dual Algorithm for Saddle Point Problem. | Yaodong Yu, Sulin Liu, Sinno Jialin Pan |
| 2017 | Convex-constrained Sparse Additive Modeling and Its Extensions. | Junming Yin, Yaoliang Yu |
| 2017 | Decoupling Homophily and Reciprocity with Latent Space Network Models. | Jiasen Yang, Vinayak A. Rao, Jennifer Neville |
| 2017 | Neighborhood Regularized l^1-Graph. | Yingzhen Yang, Jiashi Feng, Jiahui Yu, Jianchao Yang, Thomas S. Huang |
| 2017 | A Fast Algorithm for Matrix Eigen-decompositionn. | Zhiqiang Xu, Yiping Ke, Xin Gao |
| 2017 | Data-Dependent Sparsity for Subspace Clustering. | Bo Xin, Yizhou Wang, Wen Gao, David P. Wipf |
| 2017 | Near-Orthogonality Regularization in Kernel Methods. | Pengtao Xie, Barnabs Pczos, Eric P. Xing |
| 2017 | Green Generative Modeling: Recycling Dirty Data using Recurrent Variational Autoencoders. | Yu Wang, Bin Dai, Gang Hua, John A. D. Aston, David P. Wipf |
| 2017 | Stochastic Bandit Models for Delayed Conversions. | Claire Vernade, Olivier Capp, Vianney Perchet |
| 2017 | Efficient solutions for Stochastic Shortest Path Problems with Dead Ends. | Felipe W. Trevizan, Florent Teichteil-Knigsbuch, Sylvie Thibaux |
| 2017 | Safe Semi-Supervised Learning of Sum-Product Networks. | Martin Trapp, Tamas Madl, Robert Peharz, Franz Pernkopf, Robert Trappl |
| 2017 | Branch and Bound for Regular Bayesian Network Structure Learing. | Joe Suzuki, Jun Kawahara |
| 2017 | Multi-dueling Bandits with Dependent Arms. | Yanan Sui, Vincent Zhuang, Joel W. Burdick, Yisong Yue |
| 2017 | Two current analysis challenges: Single Cell Omics and Nanopore Long-read Sequence Data. | Terry Speed |
| 2017 | Learning Treatment-Response Models from Multivariate Longitudinal Data. | Hossein Soleimani, Adarsh Subbaswamy, Suchi Saria |
| 2017 | Stochastic Segmentation Trees for Multiple Ground Truths. | Jake Snell, Richard S. Zemel |
| 2017 | Monte-Carlo Tree Search using Batch Value of Perfect Information. | Shahaf S. Shperberg, Solomon Eyal Shimony, Ariel Felner |
| 2017 | A Tractable Probabilistic Model for Subset Selection. | Yujia Shen, Arthur Choi, Adnan Darwiche |
| 2017 | An Efficient Minibatch Acceptance Test for Metropolis-Hastings. | Daniel Seita, Xinlei Pan, Haoyu Chen, John F. Canny |
| 2017 | Real-Time Resource Allocation for Tracking Systems. | Yash Satsangi, Shimon Whiteson, Frans A. Oliehoek, Henri Bouma |
| 2017 | Importance Sampled Stochastic Optimization for Variational Inference. | Joseph Sakaya, Arto Klami |