| 2025 | CVPR | Automatic Joint Structured Pruning and Quantization for Efficient Neural Network Training and Compression. | Xiaoyi Qu, David Aponte, Colby R. Banbury, Daniel P. Robinson, Tianyu Ding, Kazuhito Koishida, Ilya Zharkov, Tianyi Chen |
| 2023 | AISTATS | A Variance-Reduced and Stabilized Proximal Stochastic Gradient Method with Support Identification Guarantees for Structured Optimization. | Yutong Dai, Guanyi Wang, Frank E. Curtis, Daniel P. Robinson |
| 2021 | AISTATS | Dual Principal Component Pursuit for Learning a Union of Hyperplanes: Theory and Algorithms. | Tianyu Ding, Zhihui Zhu, Manolis C. Tsakiris, Ren Vidal, Daniel P. Robinson |
| 2021 | ICML | Dual Principal Component Pursuit for Robust Subspace Learning: Theory and Algorithms for a Holistic Approach. | Tianyu Ding, Zhihui Zhu, Ren Vidal, Daniel P. Robinson |
| 2021 | ICML | A Nullspace Property for Subspace-Preserving Recovery. | Mustafa Devrim Kaba, Chong You, Daniel P. Robinson, Enrique Mallada, Ren Vidal |
| 2020 | CVPR | Robust Homography Estimation via Dual Principal Component Pursuit. | Tianjiao Ding, Yunchen Yang, Zhihui Zhu, Daniel P. Robinson, Ren Vidal, Laurent Kneip, Manolis C. Tsakiris |
| 2019 | ICCV | Is an Affine Constraint Needed for Affine Subspace Clustering? | Chong You, Chun-Guang Li, Daniel P. Robinson, Ren Vidal |
| 2019 | ICML | Noisy Dual Principal Component Pursuit. | Tianyu Ding, Zhihui Zhu, Tianjiao Ding, Yunchen Yang, Daniel P. Robinson, Manolis C. Tsakiris, Ren Vidal |
| 2018 | ECCV | A Scalable Exemplar-Based Subspace Clustering Algorithm for Class-Imbalanced Data. | Chong You, Chi Li, Daniel P. Robinson, Ren Vidal |
| 2018 | ICML | ADMM and Accelerated ADMM as Continuous Dynamical Systems. | Guilherme Frana, Daniel P. Robinson, Ren Vidal |
| 2017 | CVPR | Provable Self-Representation Based Outlier Detection in a Union of Subspaces. | Chong You, Daniel P. Robinson, Ren Vidal |
| 2016 | ACSSC | A divide-and-conquer framework for large-scale subspace clustering. | Chong You, Claire Donnat, Daniel P. Robinson, Ren Vidal |
| 2016 | CVPR | Oracle Based Active Set Algorithm for Scalable Elastic Net Subspace Clustering. | Chong You, Chun-Guang Li, Daniel P. Robinson, Ren Vidal |
| 2016 | CVPR | Scalable Sparse Subspace Clustering by Orthogonal Matching Pursuit. | Chong You, Daniel P. Robinson, Ren Vidal |
| 2016 | IJCAI | Trading-Off Cost of Deployment Versus Accuracy in Learning Predictive Models. | Daniel P. Robinson, Suchi Saria |
| 2015 | ICML | Sparse Subspace Clustering with Missing Entries. | Congyuan Yang, Daniel P. Robinson, Ren Vidal |