| 2023 | AISTATS | Sample Efficiency of Data Augmentation Consistency Regularization. | Shuo Yang, Yijun Dong, Rachel A. Ward, Inderjit S. Dhillon, Sujay Sanghavi, Qi Lei |
| 2023 | ICML | Adaptively Weighted Data Augmentation Consistency Regularization for Robust Optimization under Concept Shift. | Yijun Dong, Yuege Xie, Rachel A. Ward |
| 2022 | AAAI | AdaLoss: A Computationally-Efficient and Provably Convergent Adaptive Gradient Method. | Xiaoxia Wu, Yuege Xie, Simon Shaolei Du, Rachel A. Ward |
| 2022 | COLT | How catastrophic can catastrophic forgetting be in linear regression? | Itay Evron, Edward Moroshko, Rachel A. Ward, Nathan Srebro, Daniel Soudry |
| 2022 | COLT | The Power of Adaptivity in SGD: Self-Tuning Step Sizes with Unbounded Gradients and Affine Variance. | Matthew Faw, Isidoros Tziotis, Constantine Caramanis, Aryan Mokhtari, Sanjay Shakkottai, Rachel A. Ward |
| 2022 | CPM | Arbitrary-Length Analogs to de Bruijn Sequences. | Abhinav Nellore, Rachel A. Ward |
| 2021 | COLT | Streaming k-PCA: Efficient guarantees for Oja's algorithm, beyond rank-one updates. | De Huang, Jonathan Niles-Weed, Rachel A. Ward |
| 2020 | AISTATS | Linear Convergence of Adaptive Stochastic Gradient Descent. | Yuege Xie, Xiaoxia Wu, Rachel A. Ward |
| 2019 | ICML | AdaGrad stepsizes: sharp convergence over nonconvex landscapes. | Rachel A. Ward, Xiaoxia Wu, Lon Bottou |
| 2017 | ACSSC | Learning the second-moment matrix of a smooth function from point samples. | Armin Eftekhari, Michael B. Wakin, Ping Li, Paul G. Constantine, Rachel A. Ward |
| 2016 | ITW | Clustering subgaussian mixtures with k-means. | Dustin G. Mixon, Soledad Villar, Rachel A. Ward |
| 2014 | ICML | Coherent Matrix Completion. | Yudong Chen, Srinadh Bhojanapalli, Sujay Sanghavi, Rachel A. Ward |
| 2011 | CHI | This is your brain on interfaces: enhancing usability testing with functional near-infrared spectroscopy. | Leanne M. Hirshfield, Rebecca Gulotta, Stuart H. Hirshfield, Samuel W. Hincks, Matthew Russell, Rachel A. Ward, Tom Williams, Robert J. K. Jacob |
| 2011 | HCI | Trust in Human-Computer Interactions as Measured by Frustration, Surprise, and Workload. | Leanne M. Hirshfield, Stuart H. Hirshfield, Samuel W. Hincks, Matthew Russell, Rachel A. Ward, Tom Williams |
| 2010 | CISS | Efficient and stable recovery of Legendre-sparse polynomials. | Holger Rauhut, Rachel A. Ward |