| 2023 | UAI | A one-sample decentralized proximal algorithm for non-convex stochastic composite optimization. | Tesi Xiao, Xuxing Chen, Krishnakumar Balasubramanian, Saeed Ghadimi |
| 2022 | COLT | Mirror Descent Strikes Again: Optimal Stochastic Convex Optimization under Infinite Noise Variance. | Nuri Mert Vural, Lu Yu, Krishnakumar Balasubramanian, Stanislav Volgushev, Murat A. Erdogdu |
| 2020 | ICML | Fractal Gaussian Networks: A sparse random graph model based on Gaussian Multiplicative Chaos. | Subhroshekhar Ghosh, Krishnakumar Balasubramanian, Xiaochuan Yang |
| 2019 | COLT | Normal Approximation for Stochastic Gradient Descent via Non-Asymptotic Rates of Martingale CLT. | Andreas Anastasiou, Krishnakumar Balasubramanian, Murat A. Erdogdu |
| 2017 | ICML | High-dimensional Non-Gaussian Single Index Models via Thresholded Score Function Estimation. | Zhuoran Yang, Krishnakumar Balasubramanian, Han Liu |
| 2013 | AISTATS | Ultrahigh Dimensional Feature Screening via RKHS Embeddings. | Krishnakumar Balasubramanian, Bharath K. Sriperumbudur, Guy Lebanon |
| 2013 | ICML | Smooth Sparse Coding via Marginal Regression for Learning Sparse Representations. | Krishnakumar Balasubramanian, Kai Yu, Guy Lebanon |
| 2013 | UAI | High-dimensional Joint Sparsity Random Effects Model for Multi-task Learning. | Krishnakumar Balasubramanian, Kai Yu, Tong Zhang |
| 2012 | ICML | The Landmark Selection Method for Multiple Output Prediction. | Krishnakumar Balasubramanian, Guy Lebanon |
| 2010 | COLING | Dimensionality Reduction for Text using Domain Knowledge. | Yi Mao, Krishnakumar Balasubramanian, Guy Lebanon |
| 2010 | ICML | Asymptotic Analysis of Generative Semi-Supervised Learning. | Joshua V. Dillon, Krishnakumar Balasubramanian, Guy Lebanon |
| 2008 | RTAS | Physical Assembly Mapper: A Model-Driven Optimization Tool for QoS-Enabled Component Middleware. | Krishnakumar Balasubramanian, Douglas C. Schmidt |
| 2007 | ISORC | QUICKER: A Model-Driven QoS Mapping Tool for QoS-Enabled Component Middleware. | Amogh Kavimandan, Krishnakumar Balasubramanian, Nishanth Shankaran, Aniruddha S. Gokhale, Douglas C. Schmidt |
| 2005 | RTAS | A Platform-Independent Component Modeling Language for Distributed Real-Time and Embedded Systems. | Krishnakumar Balasubramanian, Jaiganesh Balasubramanian, Jeff Parsons, Aniruddha S. Gokhale, Douglas C. Schmidt |
| 2004 | OOPSLA | CoSMIC: addressing crosscutting deployment and configuration concerns of distributed real-time and embedded systems. | Aniruddha S. Gokhale, Krishnakumar Balasubramanian, Tao Lu |