Shirin Jalali

IEEE Trans. Inf. Theory, December, 2024

Untrained Neural Nets for Snapshot Compressive Imaging: Theory and Algorithms.

[BibT_eX]

[DOI]

CoRR, 2024

Bagged Deep Image Prior for Recovering Images in the Presence of Speckle Noise.

[BibT_eX]

[DOI]

Xi Chen

Zhewen Hou

Christopher A. Metzler

Proceedings of the Forty-first International Conference on Machine Learning, 2024

2023

Deep Unfolding for Snapshot Compressive Imaging.

[BibT_eX]

[DOI]

Ziyi Meng

Int. J. Comput. Vis., 2023

Theoretical Analysis of Binary Masks in Snapshot Compressive Imaging Systems.

[BibT_eX]

[DOI]

Mengyu Zhao

Proceedings of the 59th Annual Allerton Conference on Communication, 2023

2022

Compressed Sensing in the Presence of Speckle Noise.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2022

Incremental maximum likelihood estimation for efficient adaptive filtering.

[BibT_eX]

[DOI]

Carl J. Nuzman

Yue Sun

CoRR, 2022

2020

Toward Theoretically Founded Learning-Based Compressed Sensing.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2020

Using Black-Box Compression Algorithms for Phase Retrieval.

[BibT_eX]

[DOI]

Milad Bakhshizadeh

IEEE Trans. Inf. Theory, 2020

Solving Inverse Problems via Auto-Encoders.

[BibT_eX]

[DOI]

Pei Peng

IEEE J. Sel. Areas Inf. Theory, 2020

2019

Snapshot Compressed Sensing: Performance Bounds and Algorithms.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2019

Efficient Deep Learning of GMMs.

[BibT_eX]

[DOI]

Carl J. Nuzman

CoRR, 2019

Denoising of structured random processes.

[BibT_eX]

[DOI]

CoRR, 2019

Using auto-encoders for solving ill-posed linear inverse problems.

[BibT_eX]

[DOI]

CoRR, 2019

Efficient Deep Approximation of GMMs.

[BibT_eX]

[DOI]

Carl J. Nuzman

Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019

Towards theoretically-founded learning-based denoising.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2019

Solving linear inverse problems using generative models.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2019

Towards Clustering High-dimensional Gaussian Mixture Clouds in Linear Running Time.

[BibT_eX]

[DOI]

Dan Kushnir

Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics, 2019

2018

Effect of Backhaul Constraints on Uplink Femtocell Networks.

[BibT_eX]

[DOI]

IEEE Trans. Veh. Technol., 2018

Theoretical links between universal and Bayesian compressed sensing algorithms.

[BibT_eX]

[DOI]

CoRR, 2018

Compressive Imaging Via One-Shot Measurements.

[BibT_eX]

[DOI]

Proceedings of the 2018 IEEE International Symposium on Information Theory, 2018

Compressive Phase Retrieval of Structured Signals.

[BibT_eX]

[DOI]

Milad Bakhshizadeh

Proceedings of the 2018 IEEE International Symposium on Information Theory, 2018

2017

Compression-Based Compressed Sensing.

[BibT_eX]

[DOI]

Farideh Ebrahim Rezagah

Elza Erkip

IEEE Trans. Inf. Theory, 2017

Universal Compressed Sensing for Almost Lossless Recovery.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2017

Linear Time Clustering for High Dimensional Mixtures of Gaussian Clouds.

[BibT_eX]

[DOI]

Dan Kushnir

CoRR, 2017

Compressive Phase Retrieval of Structured Signal.

[BibT_eX]

[DOI]

Milad Bakhshizadeh

CoRR, 2017

An efficient algorithm for compression-based compressed sensing.

[BibT_eX]

[DOI]

CoRR, 2017

Compressed sensing of compressible signals.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Symposium on Information Theory, 2017

Minimum entropy pursuit: Noise analysis.

[BibT_eX]

[DOI]

Proceedings of the 2017 IEEE International Conference on Acoustics, 2017

2016

New approach to Bayesian high-dimensional linear regression.

[BibT_eX]

[DOI]

CoRR, 2016

Using compression codes in compressed sensing.

[BibT_eX]

[DOI]

Farideh Ebrahim Rezagah

Elza Erkip

Proceedings of the 2016 IEEE Information Theory Workshop, 2016

Rate-distortion dimension of stochastic processes.

[BibT_eX]

[DOI]

Farideh Ebrahim Rezagah

Elza Erkip

Proceedings of the IEEE International Symposium on Information Theory, 2016

Universal compressed sensing.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2016

2015

Separation of Source-Network Coding and Channel Coding in Wireline Networks.

[BibT_eX]

[DOI]

IEEE Trans. Inf. Theory, 2015

Outage performance of uplink two-tier networks under backhaul constraint.

[BibT_eX]

[DOI]

Proceedings of the 2015 IEEE International Conference on Communications, 2015

2014

Minimum Complexity Pursuit for Universal Compressed Sensing.

[BibT_eX]

[DOI]

Richard G. Baraniuk

IEEE Trans. Inf. Theory, 2014

Outage Analysis of Uplink Two-Tier Networks.

[BibT_eX]

[DOI]

IEEE Trans. Commun., 2014

Outage Performance of Uplink Two-tier Networks Under Backhaul Constraints.

[BibT_eX]

[DOI]

CoRR, 2014

Universal Compressed Sensing of Markov Sources.

[BibT_eX]

[DOI]

CoRR, 2014

Outage analysis of uplink open access two-tier networks.

[BibT_eX]

[DOI]

Proceedings of the Iran Workshop on Communication and Information Theory, 2014

2013

On expected capacity of multicarrier frequency hopping systems.

[BibT_eX]

[DOI]

Proceedings of the Iran Workshop on Communication and Information Theory, 2013

From compression to compressed sensing.

[BibT_eX]

[DOI]

Proceedings of the 2013 IEEE International Symposium on Information Theory, 2013

2012

Denoising via MCMC-Based Lossy Compression.

[BibT_eX]

[DOI]

IEEE Trans. Signal Process., 2012

Lossy Compression of Discrete Sources via the Viterbi Algorithm.

[BibT_eX]

[DOI]

Andrea Montanari

IEEE Trans. Inf. Theory, 2012

Block and Sliding-Block Lossy Compression via MCMC.

[BibT_eX]

[DOI]

IEEE Trans. Commun., 2012

On Capacity Region of Wiretap Networks

[BibT_eX]

[DOI]

Tracey Ho

CoRR, 2012

Minimum complexity pursuit: Stability analysis.

[BibT_eX]

[DOI]

Richard G. Baraniuk

Proceedings of the 2012 IEEE International Symposium on Information Theory, 2012

2011

On the impact of a single edge on the network coding capacity.

[BibT_eX]

[DOI]

Tracey Ho

Proceedings of the Information Theory and Applications Workshop, 2011

On distortion bounds for dependent sources over wireless networks.

[BibT_eX]

[DOI]

Proceedings of the 2011 IEEE International Symposium on Information Theory Proceedings, 2011

Minimum complexity pursuit.

[BibT_eX]

[DOI]

Proceedings of the 49th Annual Allerton Conference on Communication, 2011

2010

A universal scheme for Wyner-Ziv coding of discrete sources.

[BibT_eX]

[DOI]

Sergio Verdú

IEEE Trans. Inf. Theory, 2010

On the separation of lossy source-network coding and channel coding in wireline networks.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2010

On equivalence between network topologies.

[BibT_eX]

[DOI]

Tracey Ho

Proceedings of the 48th Annual Allerton Conference on Communication, 2010

2009

An iterative scheme for near optimal and universal lossy compression.

[BibT_eX]

[DOI]

Andrea Montanari

Proceedings of the 2009 IEEE Information Theory Workshop, 2009

An Implementable Scheme for Universal Lossy Compression of Discrete Markov Sources.

[BibT_eX]

[DOI]

Andrea Montanari

Proceedings of the 2009 Data Compression Conference (DCC 2009), 2009

Multiple description coding of discrete ergodic sources.

[BibT_eX]

[DOI]

Proceedings of the 47th Annual Allerton Conference on Communication, 2009

2008

Power Control for Multirate DS-CDMA Systems With Imperfect Successive Interference Cancellation.

[BibT_eX]

[DOI]

Babak Hossein Khalaj

IEEE Trans. Veh. Technol., 2008

Rate-distortion via Markov chain Monte Carlo.

[BibT_eX]

[DOI]

Proceedings of the 2008 IEEE International Symposium on Information Theory, 2008

Near optimal lossy source coding and compression-based denoising via Markov chain Monte Carlo.

[BibT_eX]

[DOI]

Proceedings of the 42nd Annual Conference on Information Sciences and Systems, 2008

2007

New Bounds on the Rate-Distortion Function of a Binary Markov Source.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Symposium on Information Theory, 2007

A Universal Wyner-Ziv Scheme for Discrete Sources.

[BibT_eX]

[DOI]

Sergio Verdú

Proceedings of the IEEE International Symposium on Information Theory, 2007

2004

Power control for multirate CDMA systems with imperfect successive interference cancellation.

[BibT_eX]

[DOI]

Babak Hossein Khalaj

Proceedings of the 2004 IEEE Wireless Communications and Networking Conference , 2004

Power management for multirate DS-CDMA systems with imperfect successive interference cancellation.

[BibT_eX]

[DOI]