| 2025 | AISTATS | Synthesis and Analysis of Data as Probability Measures With Entropy-Regularized Optimal Transport. | Brendan Mallery, James M. Murphy, Shuchin Aeron |
| 2025 | AISTATS | Linearized Wasserstein Barycenters: Synthesis, Analysis, Representational Capacity, and Applications. | Matthew Werenski, Brendan Mallery, Shuchin Aeron, James M. Murphy |
| 2024 | CVPR | Systematic comparison of semi-supervised and self-supervised learning for medical image classification. | Zhe Huang, Ruijie Jiang, Shuchin Aeron, Michael C. Hughes |
| 2024 | IJCNN | Supervised Contrastive Learning with Hard Negative Samples. | Ruijie Jiang, Thuan Nguyen, Prakash Ishwar, Shuchin Aeron |
| 2023 | ICASSP | A Principled Approach to Model Validation in Domain Generalization. | Boyang Lyu, Thuan Nguyen, Matthias Scheutz, Prakash Ishwar, Shuchin Aeron |
| 2023 | IJCNN | Hard Negative Sampling via Regularized Optimal Transport for Contrastive Representation Learning. | Ruijie Jiang, Prakash Ishwar, Shuchin Aeron |
| 2022 | ICASSP | r-Local Unlabeled Sensing: Improved Algorithm and Applications. | Ahmed Ali Abbasi, Abiy Tasissa, Shuchin Aeron |
| 2022 | ICMI | Cognitive Workload Assessment via Eye Gaze and EEG in an Interactive Multi-Modal Driving Task. | Ayca Aygun, Boyang Lyu, Thuan Nguyen, Zachary Haga, Shuchin Aeron, Matthias Scheutz |
| 2022 | ICML | Measure Estimation in the Barycentric Coding Model. | Matthew Werenski, Ruijie Jiang, Abiy Tasissa, Shuchin Aeron, James M. Murphy |
| 2022 | ICML | Easy Variational Inference for Categorical Models via an Independent Binary Approximation. | Michael T. Wojnowicz, Shuchin Aeron, Eric L. Miller, Michael C. Hughes |
| 2022 | ICMLA | Trade-off between reconstruction loss and feature alignment for domain generalization. | Thuan Nguyen, Boyang Lyu, Prakash Ishwar, Matthias Scheutz, Shuchin Aeron |
| 2022 | ICPR | Conditional entropy minimization principle for learning domain invariant representation features. | Thuan Nguyen, Boyang Lyu, Prakash Ishwar, Matthias Scheutz, Shuchin Aeron |
| 2021 | ICASSP | Multiview Sensing with Unknown Permutations: an Optimal Transport Approach. | Yanting Ma, Petros T. Boufounos, Hassan Mansour, Shuchin Aeron |
| 2021 | ISIT | Robust Machine Learning via Privacy/ Rate-Distortion Theory. | Ye Wang, Shuchin Aeron, Adnan Siraj Rakin, Toshiaki Koike-Akino, Pierre Moulin |
| 2021 | ITW | Towards Universal Adversarial Examples and Defenses. | Adnan Siraj Rakin, Ye Wang, Shuchin Aeron, Toshiaki Koike-Akino, Pierre Moulin, Kieran Parsons |
| 2020 | ICASSP | Optimal Transport Based Change Point Detection and Time Series Segment Clustering. | Kevin C. Cheng, Shuchin Aeron, Michael C. Hughes, Erika Hussey, Eric L. Miller |
| 2020 | ICML | Representation Learning via Adversarially-Contrastive Optimal Transport. | Anoop Cherian, Shuchin Aeron |
| 2019 | ICASSP | Common Randomized Shortest Paths (C-RSP): A Simple Yet Effective Framework for Multi-view Graph Embedding. | Anuththari Gamage, Brian Rappaport, Shuchin Aeron, Xiaozhe Hu |
| 2017 | ICCV | Efficient Low Rank Tensor Ring Completion. | Wenqi Wang, Vaneet Aggarwal, Shuchin Aeron |
| 2016 | CNSM | Inferring smartphone service quality using tensor methods. | Vaneet Aggarwal, Ajay Mahimkar, Hongyao Ma, Zemin Zhang, Shuchin Aeron, Walter Willinger |
| 2016 | ICASSP | Tensor completion via adaptive sampling of tensor fibers: Application to efficient indoor RF fingerprinting. | Xiao-Yang Liu, Shuchin Aeron, Vaneet Aggarwal, Xiaodong Wang, Min-You Wu |
| 2016 | ICASSP | An online tensor robust PCA algorithm for sequential 2D data. | Zemin Zhang, Dehong Liu, Shuchin Aeron, Anthony Vetro |
| 2016 | ICIP | A novel tensor algebraic approach for high-dimensional outlier detection under data misalignment. | Bo Fan, Zemin Zhang, Shuchin Aeron |
| 2016 | IJCAI | Denoising and Completion of 3D Data via Multidimensional Dictionary Learning. | Zemin Zhang, Shuchin Aeron |
| 2016 | ISIT | On deterministic conditions for subspace clustering under missing data. | Wenqi Wang, Shuchin Aeron, Vaneet Aggarwal |
| 2014 | CVPR | Novel Methods for Multilinear Data Completion and De-noising Based on Tensor-SVD. | Zemin Zhang, Gregory Ely, Shuchin Aeron, Ning Hao, Misha Elena Kilmer |
| 2014 | ICASSP | Information alignment for consensus with interference. | Usman A. Khan, Shuchin Aeron |
| 2014 | ICASSP | First Order Methods for Robust non-negative matrix factorization for large scale noisy data. | Jason Gejie Liu, Shuchin Aeron |
| 2013 | ICASSP | Exploiting structural complexity for robust and rapid hyperspectral imaging. | Gregory Ely, Shuchin Aeron, Eric L. Miller |
| 2013 | BSN | Compressed sensing of EEG using a random sampling ADC in 90nm CMOS. | Robert D'Angelo, Michael Trakimas, Sameer R. Sonkusale, Shuchin Aeron |
| 2013 | ISCAS | Experimental results on wideband spectrum sensing using random sampling ADC in 90nm CMOS. | Robert D'Angelo, Michael Trakimas, Shuchin Aeron, Sameer R. Sonkusale |
| 2012 | IGARSS | Robust Hydraulic Fracture Monitoring (HFM) of multiple time overlapping events using a generalized discrete radon transform. | Gregory Ely, Shuchin Aeron |
| 2010 | ICASSP | Sparsity penalized reconstruction framework for broadband dispersion extraction. | Shuchin Aeron, Sandip Bose, Henri-Pierre Valero, Venkatesh Saligrama |
| 2008 | ICASSP | Automatic dispersion extraction using continuous wavelet transform. | Shuchin Aeron, Sandip Bose, Henri-Pierre Valero |
| 2006 | CISS | Distributed Target tracking and localization in multi-hop networks. | Shuchin Aeron, Venkatesh Saligrama, David Castanon |
| 2004 | ISIT | Capacity scaling in wireless ad-hoc networks with P | Shuchin Aeron, Venkatesh Saligrama |
| 2004 | ISIT | Classification in sensor networks. | Venkatesh Saligrama, Murat Alanyali, Onur Savas, Shuchin Aeron |