| 2022 | DCC | On The Energy Statistics of Feature Maps in Pruning of Neural Networks with Skip-Connections. | Mohammadreza Soltani, Suya Wu, Yuerong Li, Jie Ding, Vahid Tarokh |
| 2022 | ICLR | Blaschke Product Neural Networks (BPNN): A Physics-Infused Neural Network for Phase Retrieval of Meromorphic Functions. | Juncheng Dong, Simiao Ren, Yang Deng, Omar Khatib, Jordan M. Malof, Mohammadreza Soltani, Willie Padilla, Vahid Tarokh |
| 2022 | ICLR | Task Affinity with Maximum Bipartite Matching in Few-Shot Learning. | Cat Phuoc Le, Juncheng Dong, Mohammadreza Soltani, Vahid Tarokh |
| 2021 | DCC | Compressing Deep Networks Using Fisher Score of Feature Maps. | Mohammadreza Soltani, Suya Wu, Yuerong Li, Robert J. Ravier, Jie Ding, Vahid Tarokh |
| 2021 | ICASSP | Task-Aware Neural Architecture Search. | Cat P. Le, Mohammadreza Soltani, Robert J. Ravier, Vahid Tarokh |
| 2021 | ICLR | Projected Latent Markov Chain Monte Carlo: Conditional Sampling of Normalizing Flows. | Chris Cannella, Mohammadreza Soltani, Vahid Tarokh |
| 2020 | ICASSP | Deep James-Stein Neural Networks For Brain-Computer Interfaces. | Marko Angjelichinoski, Mohammadreza Soltani, John S. Choi, Bijan Pesaran, Vahid Tarokh |
| 2020 | ICASSP | Perception-Distortion Trade-Off with Restricted Boltzmann Machines. | Chris Cannella, Jie Ding, Mohammadreza Soltani, Yi Zhou, Vahid Tarokh |
| 2020 | ICPR | On the Information of Feature Maps and Pruning of Deep Neural Networks. | Mohammadreza Soltani, Suya Wu, Jie Ding, Robert J. Ravier, Vahid Tarokh |
| 2019 | ACSSC | Leaming Structured Signals Using GAN s with Applications in Denoising and Demixing. | Mohammadreza Soltani, Swayambhoo Jain, Abhinav V. Sambasivan, Chinmay Hegde |
| 2019 | ICLR | Unsupervised Demixing of Structured Signals from Their Superposition Using GANs. | Mohammadreza Soltani, Swayambhoo Jain, Abhinav V. Sambasivan |
| 2018 | AISTATS | Towards Provable Learning of Polynomial Neural Networks Using Low-Rank Matrix Estimation. | Mohammadreza Soltani, Chinmay Hegde |
| 2018 | ISIT | Fast Low-Rank Matrix Estimation for Ill-Conditioned Matrices. | Mohammadreza Soltani, Chinmay Hegde |
| 2017 | ACSSC | Reconstruction from periodic nonlinearities, with applications to HDR imaging. | Viraj Shah, Mohammadreza Soltani, Chinmay Hegde |
| 2017 | ICASSP | Stable recovery of sparse vectors from random sinusoidal feature maps. | Mohammadreza Soltani, Chinmay Hegde |
| 2016 | ACSSC | Demixing sparse signals from nonlinear observations. | Mohammadreza Soltani, Chinmay Hegde |
| 2015 | IWCMC | Utilization of convex optimization for data fusion-driven sensor management in WSNs. | Mohammadreza Soltani, Michael Hempel, Hamid Sharif |