Our research work is published in the top and most prestigious venues in machine learning, computer vision, and signal processing research such as IEEE Transactions on Information Theory, Journal of Machine Learning Research (JMLR), Neural Information Processing Systems (NeurIPS), Applied and Computational Harmonic Analysis, IEEE Transactions on Signal Processing, etc. This locally unparalleled record makes CACTuS a leader in research in artificial intelligence within the country.
45
Publications
20
MILLION PKR GRANTS RECEIVED
13
RESEARCH MEMBERS
Featured Publictions
All Publications
| Title | Publishing Date |
|---|---|
| Inverse Constrained Reinforcement Learning S Malik, U Anwar, A Aghasi, A Ahmed International Conference on Machine Learning, 7390-7399 |
2021 |
| Leveraging big data for politics: predicting general election of Pakistan using a novel rigged model M Awais, SU Hassan, A Ahmed Journal of Ambient Intelligence and Humanized Computing 12 (4), 4305-4313 |
2021 |
| Invertible generative models for inverse problems: mitigating representation error and dataset bias M Asim, M Daniels, O Leong, A Ahmed, P Hand International Conference on Machine Learning, 399-409 |
2020 |
| Inverse Constrained Reinforcement Learning U Anwar, S Malik, A Aghasi, A Ahmed arXiv preprint arXiv:2011.09999 |
2020 |
| Blind image deconvolution using deep generative priors M Asim, F Shamshad, A Ahmed IEEE Transactions on Computational Imaging 6, 1493-1506 |
2020 |
| Bilinear compressed sensing under known signs via convex programming A Aghasi, A Ahmed, P Hand, B Joshi IEEE Transactions on Signal Processing 68, 6366-6379 |
2020 |
| Branchhull: Convex bilinear inversion from the entrywise product of signals with known signs A Aghasi, A Ahmed, P Hand, B Joshi Applied and Computational Harmonic Analysis 49 (2), 636-654 |
2020 |
| Compressed Sensing-Based Robust Phase Retrieval via Deep Generative Priors F Shamshad, A Ahmed IEEE Sensors Journal 21 (2), 2286-2298 |
2020 |
| Subsampled Fourier Ptychography using Pretrained Invertible and Untrained Network Priors F Shamshad, A Hanif, A Ahmed arXiv preprint arXiv:2005.07026 |
2020 |
| Learning To Solve Differential Equations Across Initial Conditions S Malik, U Anwar, A Ahmed, A Aghasi arXiv preprint arXiv:2003.12159 |
2020 |
| Class-Specific Blind Deconvolutional Phase Retrieval Under a Generative Prior F Shamshad, A Ahmed arXiv preprint arXiv:2002.12578 |
2020 |
| Blind deconvolution using modulated inputs A Ahmed IEEE Transactions on Signal Processing 68, 374-387 |
2019 |
| Compressive sampling of ensembles of correlated signals A Ahmed, J Romberg IEEE Transactions on Information Theory 66 (2), 1078-1098 |
2019 |
| Sub-Nyquist Sampling of Sparse and Correlated Signals in Array Processing A Ahmed, F Shamshad arXiv preprint arXiv:1910.08792 |
2019 |
| Subsampled Fourier Ptychography via Pretrained Invertible and Untrained Network Priors F Shamshad, A Hanif, A Ahmed |
2019 |
| PatchDIP Exploiting Patch Redundancy in Deep Image Prior for Denoising M Asim, F Shamshad, A Ahmed |
2019 |
| Blind Image Deconvolution using Pretrained Generative Priors M Asim, F Shamshad, A Ahmed arXiv preprint arXiv:1908.07404 |
2019 |
| Deep ptych: Subsampled fourier ptychography using generative priors F Shamshad, F Abbas, A Ahmed ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and … |
2019 |
| Channel Protection Using Random Modulation A Ahmed, H Hameed ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and … |
2019 |
| Deep Ptych: Subsampled Fourier Ptychography Using Deep Generative Priors F Abbas, F Shamshad, A Ahmed |
2019 |
| Deep Ptych: Subsampled Fourier Ptychography using Generative Priors F Shamshad, F Abbas, A Ahmed ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and … |
2019 |
| Adaptive ptych: Leveraging image adaptive generative priors for subsampled fourier ptychography F Shamshad, A Hanif, F Abbas, M Awais, A Ahmed Proceedings of the IEEE/CVF International Conference on Computer Vision … |
2019 |
| Simultaneous Phase Retrieval and Blind Deconvolution via Convex Programming. A Ahmed, A Aghasi, P Hand J. Mach. Learn. Res. 20, 157:1-157:28 |
2019 |
| Leveraging Deep Stein's Unbiased Risk Estimator for Unsupervised X-ray Denoising F Shamshad, M Awais, M Asim, M Umair, A Ahmed arXiv preprint arXiv:1811.12488 |
2018 |
| A Convex Approach to Blind MIMO Communications A Ahmed IEEE Wireless Communications Letters 7 (5), 812-815 |
2018 |
| A convex program for bilinear inversion of sparse vectors A Aghasi, A Ahmed, P Hand, B Joshi arXiv preprint arXiv:1809.08359 |
2018 |
| Robust Compressive Phase Retrieval via Deep Generative Priors F Shamshad, A Ahmed arXiv preprint arXiv:1808.05854 |
2018 |
| Blind Deconvolutional Phase Retrieval via Convex Programming A Ahmed, A Aghasi, P Hand Spotlight: Advances in Neural Information Processing Systems (NIPS), 2019 |
2018 |
| Leveraging diversity and sparsity in blind deconvolution A Ahmed, L Demanet IEEE Transactions on Information Theory 64 (6), 3975-4000 |
2018 |
| Solving bilinear inverse problems using deep generative priors M Asim, F Shamshad, A Ahmed CoRR, abs/1802.04073 3 (4), 8 |
2018 |
| Introducing Data mining for Predicting trends in School Education of Pakistan: Preliminary results and Future Directions M Asim, F Shamshad, M Awais, A Ahmed Proceedings of the Ninth International Conference on Information and … |
2017 |
| Convex inversion of the entrywise product of real signals with known signs A Aghasi, A Ahmed, P Hand 2017 51st Asilomar Conference on Signals, Systems, and Computers, 1622-1626 |
2017 |
| Compressive Acquisition and Least-Squares Reconstruction of Correlated Signals A Ahmed IEEE Signal Processing Letters 24 (7), 933-937 |
2017 |
| Empirical chaos processes and blind deconvolution A Ahmed, F Krahmer, J Romberg arXiv preprint arXiv:1608.08370 |
2016 |
| A convex approach to blind deconvolution with diverse inputs A Ahmed, A Cosse, L Demanet 2015 IEEE 6th International Workshop on Computational Advances in Multi … |
2015 |
| Compressive multiplexing of correlated signals A Ahmed, J Romberg IEEE Transactions on Information Theory 61 (1), 479-498 |
2014 |
| Blind deconvolution using convex programming A Ahmed, B Recht, J Romberg IEEE Transactions on Information Theory 60 (3), 1711-1732 |
2014 |
| Compressive sampling in array processing A Ahmed, J Romberg 2013 5th IEEE International Workshop on Computational Advances in Multi … |
2013 |
| Low-rank matrix recovery: blind deconvolution and efficient sampling of correlated signals A Ahmed Georgia Institute of Technology |
2013 |
| Cleaning up toxic waste: removing nefarious contributions to recommendation systems A Charles, A Ahmed, A Joshi, S Conover, C Turnes, M Davenport 2013 IEEE International Conference on Acoustics, Speech and Signal … |
2013 |
| Compressive multiplexers for correlated signals A Ahmed, J Romberg 2012 Conference Record of the Forty Sixth Asilomar Conference on Signals … |
2012 |
| Compressive sampling of correlated signals A Ahmed, J Romberg 2011 Conference Record of the Forty Fifth Asilomar Conference on Signals … |
2011 |
| Compressive Sampling and Least Squares based Reconstruction of Correlated Signals A Ahmed, F Shamshad |
|
| DEEP PTYCH: SUBSAMPLED FOURIER PTYCHOGRAPHY USING DEEP//GENERATIVE PRIORS F Shamshad, F Abbas, A Ahmed |