| 2019 | ACSSC | Sketching Dictionary Based Robust PCA in Large Matrices. | Xingguo Li, Jarvis D. Haupt |
| 2019 | ACSSC | Computer Graphics meets Estimation Theory: Parameter Estimation Lower Bounds for Plenoptic Imaging Systems. | Abhinav V. Sambasivan, Richard G. Paxman, Jarvis D. Haupt |
| 2019 | AISTATS | On Constrained Nonconvex Stochastic Optimization: A Case Study for Generalized Eigenvalue Decomposition. | Zhehui Chen, Xingguo Li, Lin Yang, Jarvis D. Haupt, Tuo Zhao |
| 2019 | ICLR | NOODL: Provable Online Dictionary Learning and Sparse Coding. | Sirisha Rambhatla, Xingguo Li, Jarvis D. Haupt |
| 2019 | UAI | On Fast Convergence of Proximal Algorithms for SQRT-Lasso Optimization: Don't Worry About its Nonsmooth Loss Function. | Xingguo Li, Haoming Jiang, Jarvis D. Haupt, Raman Arora, Han Liu, Mingyi Hong, Tuo Zhao |
| 2018 | ICASSP | Robust PCA via Dictionary Based Outlier Pursuit. | Xingguo Li, Jineng Ren, Sirisha Rambhatla, Yangyang Xu, Jarvis D. Haupt |
| 2018 | ITA | Symmetry. Saddle Points, and Global Optimization Landscape of Nonconvex Matrix Factorization. | Xingguo Li, Jarvis D. Haupt, Junwei Lu, Zhaoran Wang, Raman Arora, Han Liu, Tuo Zhao |
| 2017 | ACSSC | Target-based hyperspectral demixing via generalized robust PCA. | Sirisha Rambhatla, Xingguo Li, Jarvis D. Haupt |
| 2017 | ICASSP | Group-level support recovery guarantees for group lasso estimator. | Mojtaba Kadkhodaie Elyaderani, Swayambhoo Jain, Jeffrey M. Druce, Stefano Gonella, Jarvis D. Haupt |
| 2017 | ICASSP | Convolutional approximations to linear dimensionality reduction operators. | Swayambhoo Jain, Jarvis D. Haupt |
| 2017 | ISIT | Noisy tensor completion for tensors with a sparse canonical polyadic factor. | Swayambhoo Jain, Alexander Gutierrez, Jarvis D. Haupt |
| 2016 | ACSSC | Robust PCA via tensor outlier pursuit. | Jineng Ren, Xingguo Li, Jarvis D. Haupt |
| 2016 | ICML | Stochastic Variance Reduced Optimization for Nonconvex Sparse Learning. | Xingguo Li, Tuo Zhao, Raman Arora, Han Liu, Jarvis D. Haupt |
| 2015 | ICASSP | Active learning of self-concordant like multi-index functions. | Ilija Bogunovic, Volkan Cevher, Jarvis D. Haupt, Jonathan Scarlett |
| 2015 | ICASSP | Outlier identification via randomized adaptive compressive sampling. | Xingguo Li, Jarvis D. Haupt |
| 2014 | ICASSP | Sparse dictionary learning from 1-BIT data. | Jarvis D. Haupt, Nikos D. Sidiropoulos, Georgios B. Giannakis |
| 2014 | ICASSP | Recycled linear classifiers for multiclass classification. | Akshay Soni, Jarvis D. Haupt, Fatih Porikli |
| 2014 | ISIT | Estimation error guarantees for Poisson denoising with sparse and structured dictionary models. | Akshay Soni, Jarvis D. Haupt |
| 2013 | ACSSC | Compressive measurement designs for estimating structured signals in structured clutter: A Bayesian Experimental Design approach. | Swayambhoo Jain, Akshay Soni, Jarvis D. Haupt |
| 2013 | ACSSC | Semi-blind source separation via sparse representations and online dictionary learning. | Sirisha Rambhatla, Jarvis D. Haupt |
| 2012 | ICASSP | Learning sparse representations for adaptive compressive sensing. | Akshay Soni, Jarvis D. Haupt |
| 2012 | ICIP | Level set estimation from compressive measurements using box constrained total variation regularization. | Akshay Soni, Jarvis D. Haupt |
| 2011 | ACSSC | Session MP4a: Compressive sensing applications in networking. | Jarvis D. Haupt |
| 2011 | ACSSC | Session TA8b3: Adaptive sensing. | Jarvis D. Haupt |
| 2011 | ACSSC | Efficient adaptive compressive sensing using sparse hierarchical learned dictionaries. | Akshay Soni, Jarvis D. Haupt |
| 2011 | CISS | Robust support recovery using sparse compressive sensing matrices. | Jarvis D. Haupt, Richard G. Baraniuk |
| 2010 | CISS | On the Restricted Isometry of deterministically subsampled Fourier matrices. | Jarvis D. Haupt, Lorne Applebaum, Robert D. Nowak |
| 2010 | ISIT | Improved bounds for sparse recovery from adaptive measurements. | Jarvis D. Haupt, Rui M. Castro, Robert D. Nowak |
| 2008 | ACSSC | Adaptive discovery of sparse signals in noise. | Jarvis D. Haupt, Rui M. Castro, Robert D. Nowak |
| 2008 | CISS | Compressed channel sensing. | Waheed Uz Zaman Bajwa, Jarvis D. Haupt, Gil M. Raz, Robert D. Nowak |
| 2008 | ICASSP | Finding needles in noisy haystacks. | Rui M. Castro, Jarvis D. Haupt, Robert D. Nowak, Gil M. Raz |
| 2007 | ICASSP | Compressive Sampling for Signal Detection. | Jarvis D. Haupt, Robert D. Nowak |
| 2006 | ICASSP | A Universal Matched Source-Channel Communication Scheme for Wireless Sensor Ensembles. | Waheed Uz Zaman Bajwa, Jarvis D. Haupt, Akbar M. Sayeed, Robert D. Nowak |
| 2006 | ICASSP | Compressed Sensing Vs. Active Learning. | Rui M. Castro, Jarvis D. Haupt, Robert D. Nowak |
| 2006 | ICIP | Compressive Sampling Vs. Conventional Imaging. | Jarvis D. Haupt, Robert D. Nowak |