| 2026 | ISIT | Multi-block AltGDmin for Communication-Efficient Distributed Robust PCA. | Ankit Pratap Singh, Namrata Vaswani |
| 2025 | ICASSP | Generalizable Real-time Accelerated Dynamic MRI. | Silpa Babu, Wahidul Alam, Rushdi Zahid Rusho, Sajan Goud Lingala, Namrata Vaswani |
| 2025 | ICML | Byzantine-Resilient Federated Alternating Gradient Descent and Minimization for Partly-Decoupled Low Rank Matrix Learning. | Ankit Pratap Singh, Ahmed Ali Abbasi, Namrata Vaswani |
| 2025 | ISIT | Secure Algorithms for Vertically Federated Multi-Task Representation Learning. | Ankit Pratap Singh, Namrata Vaswani |
| 2024 | ACSSC | AltGDmin for Accelerated L+S Dynamic MRI. | Silpa Babu, Namrata Vaswani |
| 2024 | ICASSP | Decentralized Low Rank Matrix Recovery from Column-Wise Projections by Alternating GD and Minimization. | Shana Moothedath, Namrata Vaswani |
| 2024 | ICML | Fast and Sample Efficient Multi-Task Representation Learning in Stochastic Contextual Bandits. | Jiabin Lin, Shana Moothedath, Namrata Vaswani |
| 2024 | ICML | Byzantine Resilient and Fast Federated Few-Shot Learning. | Ankit Pratap Singh, Namrata Vaswani |
| 2024 | ISIT | Byzantine-Resilient Federated Principal Subspace Estimation. | Ankit Pratap Singh, Namrata Vaswani |
| 2023 | ICASSP | Tensor Low Rank Column-Wise Compressive Sensing for Dynamic Imaging. | Silpa Babu, Selin Aviyente, Namrata Vaswani |
| 2023 | ICASSP | Comparing Decentralized Gradient Descent Approaches and Guarantees. | Shana Moothedath, Namrata Vaswani |
| 2022 | ICASSP | Fast Low Rank Column-Wise Compressive Sensing For Accelerated Dynamic MRI. | Silpa Babu, Seyedehsara Nayer, Sajan Goud Lingala, Namrata Vaswani |
| 2022 | ICASSP | Federated Over-Air Robust Subspace Tracking from Missing Data. | Praneeth Narayanamurthy, Namrata Vaswani, Aditya Ramamoorthy |
| 2022 | ICIP | Undersampled Dynamic Fourier Ptychography via Phaseless PCA. | Zhengyu Chen, Seyedehsara Nayer, Namrata Vaswani |
| 2022 | ISIT | Fast Low Rank column-wise Compressive Sensing. | Seyedehsara Nayer, Namrata Vaswani |
| 2021 | ISIT | Efficient and Robust Distributed Matrix Computations via Convolutional Coding. | Anindya Bijoy Das, Aditya Ramamoorthy, Namrata Vaswani |
| 2021 | ISIT | Sample-Efficient Low Rank Phase Retrieval. | Seyedehsara Nayer, Namrata Vaswani |
| 2019 | ICASSP | Provable Memory-efficient Online Robust Matrix Completion. | Praneeth Narayanamurthy, Vahid Daneshpajooh, Namrata Vaswani |
| 2019 | ICASSP | PhaST: Model-free Phaseless Subspace Tracking. | Seyedehsara Nayer, Namrata Vaswani |
| 2019 | ICML | Phaseless PCA: Low-Rank Matrix Recovery from Column-wise Phaseless Measurements. | Seyedehsara Nayer, Praneeth Narayanamurthy, Namrata Vaswani |
| 2019 | ISIT | Provable Subspace Tracking with Missing Entries. | Praneeth Narayanamurthy, Vahid Daneshpajooh, Namrata Vaswani |
| 2018 | ICASSP | Low Rank Fourier Ptychography. | Zhengyu Chen, Gauri Jagatap, Seyedehsara Nayer, Chinmay Hegde, Namrata Vaswani |
| 2018 | ICASSP | Sub-Diffraction Imaging Using Fourier Ptychography and Structured Sparsity. | Gauri Jagatap, Zhengyu Chen, Chinmay Hegde, Namrata Vaswani |
| 2018 | ICASSP | A Fast and Memory-Efficient Algorithm for Robust PCA (MEROP). | Praneeth Narayanamurthy, Namrata Vaswani |
| 2018 | ICIP | Model Corrected Low Rank Ptychography. | Gauri Jagatap, Zhengyu Chen, Chinmay Hegde, Namrata Vaswani |
| 2018 | ICML | Nearly Optimal Robust Subspace Tracking. | Praneeth Narayanamurthy, Namrata Vaswani |
| 2018 | ISIT | Provable Dynamic Robust PCA or Robust Subspace Tracking. | Praneeth Narayanamurthy, Namrata Vaswani |
| 2018 | ISIT | PCA in Sparse Data-Dependent Noise. | Namrata Vaswani, Praneeth Narayanamurthy |
| 2017 | ICASSP | Low rank phase retrieval. | Seyedehsara Nayer, Namrata Vaswani, Yonina C. Eldar |
| 2016 | AISTATS | Online (and Offline) Robust PCA: Novel Algorithms and Performance Guarantees. | Jinchun Zhan, Brian Lois, Han Guo, Namrata Vaswani |
| 2015 | ICASSP | A correctness result for online robust PCA. | Brian Lois, Namrata Vaswani |
| 2015 | ISIT | Online matrix completion and online robust PCA. | Brian Lois, Namrata Vaswani |
| 2014 | ICASSP | Practical ReProCS for separating sparse and low-dimensional signal sequences from their sum - Part 1. | Han Guo, Chenlu Qiu, Namrata Vaswani |
| 2014 | ISIT | Robust PCA with partial subspace knowledge. | Jinchun Zhan, Namrata Vaswani |
| 2014 | ISIT | Performance guarantees for ReProCS - Correlated low-rank matrix entries case. | Jinchun Zhan, Namrata Vaswani, Chenlu Qiu |
| 2013 | ICASSP | Recursive robust PCA or recursive sparse recovery in large but structured noise. | Chenlu Qiu, Namrata Vaswani, Leslie Hogben |
| 2013 | ICASSP | Tracking sparse signal sequences from nonlinear/non-Gaussian measurements and applications in illumination-motion tracking. | Rituparna Sarkar, Samarjit Das, Namrata Vaswani |
| 2013 | ICASSP | Separating sparse and low-dimensional signal sequences from time-varying undersampled projections of their sums. | Jinchun Zhan, Namrata Vaswani, Ian C. Atkinson |
| 2013 | ISIT | Recursive sparse recovery in large but structured noise - Part 2. | Chenlu Qiu, Namrata Vaswani |
| 2013 | ISIT | Time invariant error bounds for modified-CS based sparse signal sequence recovery. | Jinchun Zhan, Namrata Vaswani |
| 2011 | CISS | Stability (over time) of Regularized modified CS(noisy) for recursive causal sparse reconstruction. | Fardad Raisali, Namrata Vaswani |
| 2011 | ICIP | Modified-CS-residual for recursive reconstruction of highly undersampled functional MRI sequences. | Wei Lu, Taoran Li, Ian C. Atkinson, Namrata Vaswani |
| 2011 | ISIT | Support-Predicted Modified-CS for recursive robust principal components' Pursuit. | Chenlu Qiu, Namrata Vaswani |
| 2010 | ICASSP | Modified Basis Pursuit Denoising(modified-BPDN) for noisy compressive sensing with partially known support. | Wei Lu, Namrata Vaswani |
| 2009 | ICASSP | Real-time dynamic MR image reconstruction using Kalman Filtered Compressed Sensing. | Chenlu Qiu, Wei Lu, Namrata Vaswani |
| 2009 | ICASSP | Analyzing Least Squares and Kalman Filtered Compressed Sensing. | Namrata Vaswani |
| 2009 | ICIP | Modified compressive sensing for real-time dynamic MR imaging. | Wei Lu, Namrata Vaswani |
| 2009 | ISIT | Modified-CS: Modifying compressive sensing for problems with partially known support. | Namrata Vaswani, Wei Lu |
| 2008 | ICIP | Model-based compression of nonstationary landmark shape sequences. | Samarjit Das, Namrata Vaswani |
| 2008 | ICIP | Generalized ELL for detecting and tracking through illumination model changes. | Amit A. Kale, Namrata Vaswani |
| 2008 | ICIP | Kalman filtered Compressed Sensing. | Namrata Vaswani |
| 2007 | CVPR | Closed-Loop Tracking and Change Detection in Multi-Activity Sequences. | Bi Song, Namrata Vaswani, Amit K. Roy-Chowdhury |
| 2007 | ICASSP | Particle Filter with Mode Tracker(PF-MT) for Visual Tracking Across Illumination Change. | Amit A. Kale, Namrata Vaswani, Christopher O. Jaynes |
| 2007 | ICASSP | PF-EIS & PF-MT: New Particle Filtering Algorithms for Multimodal Observation Likelihoods and Large Dimensional State Spaces. | Namrata Vaswani |
| 2006 | ICASSP | Particle Filters for Infinite (or Large) Dimensional State Spaces-Part 2. | Namrata Vaswani |
| 2006 | ICASSP | Particle Filters for Infinite (or Large) Dimensional State Spaces- Part 1. | Namrata Vaswani, Anthony J. Yezzi, Yogesh Rathi, Allen R. Tannenbaum |
| 2006 | ICIP | Summarization and Indexing of Human Activity Sequences. | Bi Song, Namrata Vaswani, Amit K. Roy-Chowdhury |
| 2005 | CVPR | Particle Filtering for Geometric Active Contours with Application to Tracking Moving and Deforming Objects. | Yogesh Rathi, Namrata Vaswani, Allen R. Tannenbaum, Anthony J. Yezzi |
| 2005 | ICASSP | The modified CUSUM algorithm for slow and drastic change detection in general HMMs with unknown change parameters. | Namrata Vaswani |
| 2004 | ICASSP | Bound on errors in particle filtering with incorrect model assumptions and its implication for change detection. | Namrata Vaswani |
| 2004 | ICPR | Classification Probability Analysis of Principal Component Null Space Analysis. | Namrata Vaswani, Rama Chellappa |
| 2003 | CVPR | Activity Recognition Using the Dynamics of the Configuration of Interacting Objects. | Namrata Vaswani, Amit K. Roy-Chowdhury, Rama Chellappa |
| 2003 | ICASSP | Statistical shape theory for activity modeling. | Namrata Vaswani, Amit K. Roy-Chowdhury, Rama Chellappa |
| 2002 | ICPR | A Linear Classifier for Gaussian Class Conditional Distributions with Unequal Covariance Matrices. | Namrata Vaswani |
| 2001 | ICASSP | Best view selection and compression of moving objects in IR sequences. | Namrata Vaswani, Rama Chellappa |