Pauly, John M.

17 publications

ICLR 2024 Scaling Convex Neural Networks with Burer-Monteiro Factorization Arda Sahiner, Tolga Ergen, Batu Ozturkler, John M. Pauly, Morteza Mardani, Mert Pilanci

NeurIPSW 2023 Regularization by Denoising Diffusion Process for MRI Reconstruction Batu Ozturkler, Morteza Mardani, Arash Vahdat, Jan Kautz, John M. Pauly

NeurIPSW 2023 Using Deep Feature Distances for Evaluating MR Image Reconstruction Quality Philip M Adamson, Arjun D Desai, Jeffrey Dominic, Christian Bluethgen, Jeff P. Wood, Ali B Syed, Robert D. Boutin, Kathryn J. Stevens, Shreyas Vasanawala, John M. Pauly, Akshay S Chaudhari, Beliz Gunel

MIDL 2023 VORTEX: Physics-Driven Data Augmentations Using Consistency Training for Robust Accelerated MRI Reconstruction Arjun D. Desai, Beliz Gunel, Batu M. Ozturkler, Harris Beg, Shreyas Vasanawala, Brian A. Hargreaves, Christopher Ré, John M Pauly, Akshay S. Chaudhari

NeurIPSW 2023 Variational Diffusion Models for Blind MRI Inverse Problems Cagan Alkan, Julio Oscanoa, Daniel Abraham, Mengze Gao, Aizada Nurdinova, Kawin Setsompop, John M. Pauly, Morteza Mardani, Shreyas Vasanawala

ICLR 2022 Demystifying Batch Normalization in ReLU Networks: Equivalent Convex Optimization Models and Implicit Regularization Tolga Ergen, Arda Sahiner, Batu Ozturkler, John M. Pauly, Morteza Mardani, Mert Pilanci

ICLR 2022 Hidden Convexity of Wasserstein GANs: Interpretable Generative Models with Closed-Form Solutions Arda Sahiner, Tolga Ergen, Batu Ozturkler, Burak Bartan, John M. Pauly, Morteza Mardani, Mert Pilanci

CVPRW 2022 Learned Compression of High Dimensional Image Datasets Elizabeth K. Cole, Qingxi Meng, John M. Pauly, Shreyas Vasanawala

ICLR 2021 Convex Regularization Behind Neural Reconstruction Arda Sahiner, Morteza Mardani, Batu Ozturkler, Mert Pilanci, John M. Pauly

ICCVW 2021 Fast Unsupervised MRI Reconstruction Without Fully-Sampled Ground Truth Data Using Generative Adversarial Networks Elizabeth K. Cole, Frank Ong, Shreyas S. Vasanawala, John M. Pauly

NeurIPSW 2021 Greedy Learning for Large-Scale Neural MRI Reconstruction Batu Ozturkler, Arda Sahiner, Tolga Ergen, Arjun D Desai, John M. Pauly, Shreyas Vasanawala, Morteza Mardani, Mert Pilanci

NeurIPSW 2021 Multi-Task Accelerated MR Reconstruction Schemes for Jointly Training Multiple Contrasts Victoria Liu, Kanghyun Ryu, Cagan Alkan, John M. Pauly, Shreyas Vasanawala

NeurIPSW 2021 NeRP: Implicit Neural Representation Learning with Prior Embedding for Sparsely Sampled Image Reconstruction Liyue Shen, John M. Pauly, Lei Xing

NeurIPSW 2021 SSFD: Self-Supervised Feature Distance as an MR Image Reconstruction Quality Metric Philip M Adamson, Beliz Gunel, Jeffrey Dominic, Arjun D Desai, Daniel Spielman, Shreyas Vasanawala, John M. Pauly, Akshay Chaudhari

ICLR 2021 Vector-Output ReLU Neural Network Problems Are Copositive Programs: Convex Analysis of Two Layer Networks and Polynomial-Time Algorithms Arda Sahiner, Tolga Ergen, John M. Pauly, Mert Pilanci

NeurIPSW 2020 Learning to Sample MRI via Variational Information Maximization Cagan Alkan, Morteza Mardani, Shreyas Vasanawala, John M. Pauly

NeurIPSW 2020 Risk Quantification in Deep MRI Reconstruction Vineet Edupuganti, Morteza Mardani, Shreyas Vasanawala, John M. Pauly