 The Power of Preconditioning in Overparameterized Low-Rank Matrix SensingInternational Conference on Machine Learning (ICML), 2023 |
 Efficient Sparse Coding using Hierarchical Riemannian PursuitIEEE Transactions on Signal Processing (IEEE TSP), 2021 |
 Convolutional Normalization: Improving Deep Convolutional Network
Robustness and TrainingNeural Information Processing Systems (NeurIPS), 2021 |
 Stochastic Approximation for Online Tensorial Independent Component
AnalysisAnnual Conference Computational Learning Theory (COLT), 2020 |
 Complete Dictionary Learning via -norm MaximizationConference on Uncertainty in Artificial Intelligence (UAI), 2020 |
 Manifold Gradient Descent Solves Multi-Channel Sparse Blind
Deconvolution Provably and EfficientlyIEEE Transactions on Information Theory (IEEE Trans. Inf. Theory), 2019 |
 Short-and-Sparse Deconvolution -- A Geometric ApproachInternational Conference on Learning Representations (ICLR), 2019 |
