| Backpropagation-Friendly Eigendecomposition | Wei Wang · Zheng Dang · Yinlin Hu · Pascal Fua · Mathieu Salzmann |
| Learning-Based Low-Rank Approximations | Piotr Indyk · Ali Vakilian · Yang Yuan |
| Likelihood-Free Overcomplete ICA and Applications In Causal Discovery | Chenwei DING · Mingming Gong · Kun Zhang · Dacheng Tao |
| Sobolev Independence Criterion | Youssef Mroueh · Tom Sercu · Mattia Rigotti · Inkit Padhi · Cicero Nogueira dos Santos |
| Towards a Zero-One Law for Column Subset Selection | Zhao Song · David Woodruff · Peilin Zhong |
| Average Case Column Subset Selection for Entrywise \ell_1-Norm Loss | Zhao Song · David Woodruff · Peilin Zhong |
| On Distributed Averaging for Stochastic k-PCA | Aditya Bhaskara · Pruthuvi Maheshakya Wijewardena |
| On Robustness of Principal Component Regression | Anish Agarwal · Devavrat Shah · Dennis Shen · Dogyoon Song |
| Towards Practical Alternating Least-Squares for CCA | Zhiqiang Xu · Ping Li |
| Unsupervised Discovery of Temporal Structure in Noisy Data with Dynamical Components Analysis | David Clark · Jesse Livezey · Kristofer Bouchard |