| Iterative Least Trimmed Squares for Mixed Linear Regression | Yanyao Shen · Sujay Sanghavi |
| Kalman Filter, Sensor Fusion, and Constrained Regression: Equivalences and Insights | Maria Jahja · David Farrow · Roni Rosenfeld · Ryan Tibshirani |
| Multivariate Distributionally Robust Convex Regression under Absolute Error Loss | Jose Blanchet · Peter W Glynn · Jun Yan · Zhengqing Zhou |
| Optimal Sketching for Kronecker Product Regression and Low Rank Approximation | Huaian Diao · Rajesh Jayaram · Zhao Song · Wen Sun · David Woodruff |
| Fast and Accurate Least-Mean-Squares Solvers | Ibrahim Jubran · Alaa Maalouf · Dan Feldman |
| Partitioning Structure Learning for Segmented Linear Regression Trees | Xiangyu Zheng · Song Xi Chen |
| Sparse High-Dimensional Isotonic Regression | David Gamarnik · Julia Gaudio |
| Total Least Squares Regression in Input Sparsity Time | Huaian Diao · Zhao Song · David Woodruff · Xin Yang |