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RTSNET: Deep Learning Aided Kalman Smoothing


Oct 10, 2021
Xiaoyong Ni, Guy Revach, Nir Shlezinger, Ruud J. G. van Sloun, Yonina C. Eldar

* 4 pages, one page of references. 4 figures, 2 tables. Submitted to ICASSP 2022 

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Residual Recovery Algorithm For Modulo Sampling


Oct 07, 2021
Eyar Azar, Satish Mulleti, Yonina C. Eldar

* 5 pages, 4 figures 

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Time-Based Quantization for FRI and Bandlimited signals


Oct 05, 2021
Hila Naaman, Satish Mulleti, Yonina C. Eldar, Alejandro Cohen


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Deep Unrolled Recovery in Sparse Biological Imaging


Sep 28, 2021
Yair Ben Sahel, John P. Bryan, Brian Cleary, Samouil L. Farhi, Yonina C. Eldar


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Successive Convex Approximation for Phase Retrieval with Dictionary Learning


Sep 13, 2021
Tianyi Liu, Andreas M. Tillmann, Yang Yang, Yonina C. Eldar, Marius Pesavento

* This work has been submitted to the IEEE Transactions on Signal Processing for possible publication. Copyright may be transferred without notice, after which this version may no longer be accessible 

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deep unfolding for non-negative matrix factorization with application to mutational signature analysis


Aug 20, 2021
Rami Nasser, Yonina C. Eldar, Roded Sharan


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Near-field Wireless Power Transfer for 6G Internet-of-Everything Mobile Networks: Opportunities and Challenges


Aug 17, 2021
Haiyang Zhang, Nir Shlezinger, Francesco Guidi, Davide Dardari, Mohammadreza F. Imani, Yonina C. Eldar

* This work has been submitted to the IEEE for possible publication 

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Integrated Sensing and Communications: Towards Dual-functional Wireless Networks for 6G and Beyond


Aug 16, 2021
Fan Liu, Yuanhao Cui, Christos Masouros, Jie Xu, Tony Xiao Han, Yonina C. Eldar, Stefano Buzzi

* 36 pages, 20 figures, 4 tables, submitted to IEEE for possible publication 

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Deep Algorithm Unrolling for Biomedical Imaging


Aug 15, 2021
Yuelong Li, Or Bar-Shira, Vishal Monga, Yonina C. Eldar


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Multimodal Unrolled Robust PCA for Background Foreground Separation


Aug 13, 2021
Spencer Markowitz, Corey Snyder, Yonina C. Eldar, Minh N. Do


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Compressed Ultrasound Imaging:from Sub-Nyquist Rates to Super-Resolution


Jul 23, 2021
Oded Drori, Alon Mamistvalov, Oren Solomon, Yonina C. Eldar

* 15 pages, 17 figures 

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KalmanNet: Neural Network Aided Kalman Filtering for Partially Known Dynamics


Jul 21, 2021
Guy Revach, Nir Shlezinger, Xiaoyong Ni, Adria Lopez Escoriza, Ruud J. G. van Sloun, Yonina C. Eldar


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Learned super resolution ultrasound for improved breast lesion characterization


Jul 12, 2021
Or Bar-Shira, Ahuva Grubstein, Yael Rapson, Dror Suhami, Eli Atar, Keren Peri-Hanania, Ronnie Rosen, Yonina C. Eldar

* to be published in MICCAI 2021 proceedings 

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Learning to Sample: Data-Driven Sampling and Reconstruction of FRI Signals


Jun 30, 2021
Satish Mulleti, Haiyang Zhang, Yonina C. Eldar

* 21 pages, 10 figures, 1 table 

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Graph Signal Restoration Using Nested Deep Algorithm Unrolling


Jun 30, 2021
Masatoshi Nagahama, Koki Yamada, Yuichi Tanaka, Stanley H. Chan, Yonina C. Eldar


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FRaC: FMCW-Based Joint Radar-Communications System via Index Modulation


Jun 28, 2021
Dingyou Ma, Nir Shlezinger, Tianyao Huang, Yimin Liu, Yonina C. Eldar

* 16 pages 

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STAR-RIS Enabled Heterogeneous Networks: Ubiquitous NOMA Communication and Pervasive Federated Learning


Jun 22, 2021
Wanli Ni, Yuanwei Liu, Yonina C. Eldar, Zhaohui Yang, Hui Tian

* 16 pages, 8 figures 

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A Wasserstein Minimax Framework for Mixed Linear Regression


Jun 16, 2021
Theo Diamandis, Yonina C. Eldar, Alireza Fallah, Farzan Farnia, Asuman Ozdaglar

* To appear in 38th International Conference on Machine Learning (ICML 2021) 

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FRI-TEM: Time Encoding Sampling of Finite-Rate-of-Innovation Signals


Jun 15, 2021
Hila Naaman, Satish Mulleti, Yonina C. Eldar

* 11 pages, 9 figures 

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Beam Focusing for Near-Field Multi-User MIMO Communications


May 27, 2021
Haiyang Zhang, Nir Shlezinger, Francesco Guidi, Davide Dardari, Mohammadreza F. Imani, Yonina C. Eldar

* This work has been submitted to the IEEE for possible publication 

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Phase-Space Function Recovery for Moving Target Imaging in SAR by Convex Optimization


May 05, 2021
Sean Thammakhoune, Bariscan Yonel, Eric Mason, Birsen Yazici, Yonina C. Eldar

* Submitted to IEEE Transactions on Computational Imaging 

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Hybrid Reconfigurable Intelligent Metasurfaces: Enabling Simultaneous Tunable Reflections and Sensing for 6G Wireless Communications


Apr 10, 2021
George C. Alexandropoulos, Nir Shlezinger, Idban Alamzadeh, Mohammadreza F. Imani, Haiyang Zhang, Yonina C. Eldar

* 7 pages, 6 figures, submitted to an IEEE magazine 

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Federated Learning: A Signal Processing Perspective


Mar 31, 2021
Tomer Gafni, Nir Shlezinger, Kobi Cohen, Yonina C. Eldar, H. Vincent Poor

* 25 pages, 15 figures 

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Bayesian Estimation of Graph Signals


Mar 29, 2021
Ariel Kroizer, Tirza Routtenberg, Yonina C. Eldar


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Meta-ViterbiNet: Online Meta-Learned Viterbi Equalization for Non-Stationary Channels


Mar 24, 2021
Tomer Raviv, Sangwoo Park, Nir Shlezinger, Osvaldo Simeone, Yonina C. Eldar, Joonhyuk Kang


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Deep Unfolded Recovery of Sub-Nyquist Sampled Ultrasound Image


Mar 01, 2021
Alon Mamistvalov, Yonina C. Eldar


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Structured LISTA for Multidimensional Harmonic Retrieval


Feb 23, 2021
Rong Fu, Yimin Liu, Tianyao Huang, Yonina C. Eldar

* 13 pages,13 figures, 50 references 

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