| 2024 | CISS | Learning Embedding Representations in High Dimensions. | Golara Ahmadi Azar, Melika Emami, Alyson K. Fletcher, Sundeep Rangan |
| 2023 | ACSSC | Local Convergence of Gradient Descent-Ascent for Training Generative Adversarial Networks. | Evan Becker, Parthe Pandit, Sundeep Rangan, Alyson K. Fletcher |
| 2021 | ICML | Implicit Bias of Linear RNNs. | Melikasadat Emami, Mojtaba Sahraee-Ardakan, Parthe Pandit, Sundeep Rangan, Alyson K. Fletcher |
| 2021 | ICML | Asymptotics of Ridge Regression in Convolutional Models. | Mojtaba Sahraee-Ardakan, Tung Mai, Anup B. Rao, Ryan A. Rossi, Sundeep Rangan, Alyson K. Fletcher |
| 2020 | ICML | Generalization Error of Generalized Linear Models in High Dimensions. | Melikasadat Emami, Mojtaba Sahraee-Ardakan, Parthe Pandit, Sundeep Rangan, Alyson K. Fletcher |
| 2019 | AISTATS | Sparse Multivariate Bernoulli Processes in High Dimensions. | Parthe Pandit, Mojtaba Sahraee-Ardakan, Arash A. Amini, Sundeep Rangan, Alyson K. Fletcher |
| 2019 | ISIT | Asymptotics of MAP Inference in Deep Networks. | Parthe Pandit, Mojtaba Sahraee, Sundeep Rangan, Alyson K. Fletcher |
| 2018 | ISIT | Inference in Deep Networks in High Dimensions. | Alyson K. Fletcher, Sundeep Rangan, Philip Schniter |
| 2017 | ICASSP | Learning and free energies for vector approximate message passing. | Alyson K. Fletcher, Philip Schniter |
| 2017 | ICASSP | Estimation and learning of Dynamic Nonlinear Networks (DyNNets). | Mojtaba Sahraee-Ardakan, Alyson K. Fletcher |
| 2017 | ISIT | Vector approximate message passing. | Sundeep Rangan, Philip Schniter, Alyson K. Fletcher |
| 2016 | ACSSC | Vector approximate message passing for the generalized linear model. | Philip Schniter, Sundeep Rangan, Alyson K. Fletcher |
| 2016 | ISIT | Expectation consistent approximate inference: Generalizations and convergence. | Alyson K. Fletcher, Mojtaba Sahraee-Ardakan, Sundeep Rangan, Philip Schniter |
| 2015 | ISIT | Inference for Generalized Linear Models via alternating directions and Bethe Free Energy minimization. | Sundeep Rangan, Alyson K. Fletcher, Philip Schniter, Ulugbek S. Kamilov |
| 2015 | ITA | Neural mass spatio-temporal modeling from high-density electrode array recordings. | Alyson K. Fletcher, Jon Viventi, Sundeep Rangan |
| 2014 | ISIT | On the convergence of approximate message passing with arbitrary matrices. | Sundeep Rangan, Philip Schniter, Alyson K. Fletcher |
| 2013 | ISIT | Fixed points of generalized approximate message passing with arbitrary matrices. | Sundeep Rangan, Philip Schniter, Erwin Riegler, Alyson K. Fletcher, Volkan Cevher |
| 2012 | ISIT | Iterative estimation of constrained rank-one matrices in noise. | Sundeep Rangan, Alyson K. Fletcher |
| 2012 | ISIT | Hybrid generalized approximate message passing with applications to structured sparsity. | Sundeep Rangan, Alyson K. Fletcher, Vivek K. Goyal, Philip Schniter |
| 2010 | ISIT | Extension of replica analysis to MAP estimation with applications to compressed sensing. | Sundeep Rangan, Alyson K. Fletcher, Vivek K. Goyal |
| 2009 | ISIT | A sparsity detection framework for on-off random access channels. | Alyson K. Fletcher, Vivek K. Goyal, Sundeep Rangan |
| 2008 | ISIT | On subspace structure in source and channel coding. | Alyson K. Fletcher, Sundeep Rangan, Vivek K. Goyal |
| 2007 | ICASSP | On the Rate-Distortion Performance of Compressed Sensing. | Alyson K. Fletcher, Sundeep Rangan, Vivek K. Goyal |
| 2006 | CISS | Causal and Strictly Causal Estimation for Jump Linear Systems: An LMI Analysis. | Alyson K. Fletcher, Sundeep Rangan, Vivek K. Goyal, Kannan Ramchandran |
| 2005 | ISIT | Analysis of denoising by sparse approximation with random frame asymptotics. | Alyson K. Fletcher, Sundeep Rangan, Vivek K. Goyal, Kannan Ramchandran |
| 2004 | ICIP | Optimized filtering and reconstruction in predictive quantization with losses. | Alyson K. Fletcher, Sundeep Rangan, Vivek K. Goyal, Kannan Ramchandran |
| 2004 | ISIT | Robust predictive quantization: a new analysis and optimization framework. | Alyson K. Fletcher, Sundeep Rangan, Vivek K. Goyal, Kannan Ramchandran |
| 2003 | ICIP | On multivariate estimation by thresholding. | Alyson K. Fletcher, Vivek K. Goyal, Kannan Ramchandran |
| 2003 | ICIP | Estimation error bounds for denoising by sparse approximation. | Alyson K. Fletcher, Kannan Ramchandran |
| 2002 | ICIP | Wavelet denoising by recursive cycle spinning. | Alyson K. Fletcher, Vivek K. Goyal, Kannan Ramchandran |