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FlowStep3D: Model Unrolling for Self-Supervised Scene Flow Estimation

Nov 19, 2020
Yair Kittenplon, Yonina C. Eldar, Dan Raviv


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Statistical model-based evaluation of neural networks

Nov 18, 2020
Sandipan Das, Prakash B. Gohain, Alireza M. Javid, Yonina C. Eldar, Saikat Chatterjee


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Deep Networks for Direction-of-Arrival Estimation in Low SNR

Nov 17, 2020
Georgios K. Papageorgiou, Mathini Sellathurai, Yonina C. Eldar


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Point of Care Image Analysis for COVID-19

Nov 10, 2020
Daniel Yaron, Daphna Keidar, Elisha Goldstein, Yair Shachar, Ayelet Blass, Oz Frank, Nir Schipper, Nogah Shabshin, Ahuva Grubstein, Dror Suhami, Naama R. Bogot, Eyal Sela, Amiel A. Dror, Mordehay Vaturi, Federico Mento, Elena Torri, Riccardo Inchingolo, Andrea Smargiassi, Gino Soldati, Tiziano Perrone, Libertario Demi, Meirav Galun, Shai Bagon, Yishai M. Elyada, Yonina C. Eldar

* Not approved for arXiv 

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Unfolding Neural Networks for Compressive Multichannel Blind Deconvolution

Oct 22, 2020
Bahareh Tolooshams, Satish Mulleti, Demba Ba, Yonina C. Eldar


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Unrolling of Deep Graph Total Variation for Image Denoising

Oct 21, 2020
Huy Vu, Gene Cheung, Yonina C. Eldar


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Automotive Radar Interference Mitigation with Unfolded Robust PCA based on Residual Overcomplete Auto-Encoder Blocks

Oct 14, 2020
Nicolae-Cătălin Ristea, Andrei Anghel, Radu Tudor Ionescu, Yonina C. Eldar

* 5 pages, 3 figures 

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A Deep-Unfolded Reference-Based RPCA Network For Video Foreground-Background Separation

Oct 02, 2020
Huynh Van Luong, Boris Joukovsky, Yonina C. Eldar, Nikos Deligiannis

* 5 pages, accepted for publication 

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Over-the-Air Federated Learning from Heterogeneous Data

Oct 02, 2020
Tomer Sery, Nir Shlezinger, Kobi Cohen, Yonina C. Eldar

* 15 pages, 8 figures. Part of the results were accepted to be presented in the 2020 IEEE Global Communications Conference (GLOBECOM) 

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UVeQFed: Universal Vector Quantization for Federated Learning

Jun 05, 2020
Nir Shlezinger, Mingzhe Chen, Yonina C. Eldar, H. Vincent Poor, Shuguang Cui


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Inference from Stationary Time Sequences via Learned Factor Graphs

Jun 05, 2020
Nir Shlezinger, Nariman Farsad, Yonina C. Eldar, Andrea J. Goldsmith


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Ensemble Wrapper Subsampling for Deep Modulation Classification

May 10, 2020
Sharan Ramjee, Shengtai Ju, Diyu Yang, Xiaoyu Liu, Aly El Gamal, Yonina C. Eldar

* 22 pages, 13 figures, 2 tables 

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Sampling on Graphs: From Theory to Applications

Mar 10, 2020
Yuichi Tanaka, Yonina C. Eldar, Antonio Ortega, Gene Cheung


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Data-Driven Symbol Detection via Model-Based Machine Learning

Feb 14, 2020
Nariman Farsad, Nir Shlezinger, Andrea J. Goldsmith, Yonina C. Eldar

* arXiv admin note: text overlap with arXiv:1905.10750 

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DeepSIC: Deep Soft Interference Cancellation for Multiuser MIMO Detection

Feb 08, 2020
Nir Shlezinger, Rong Fu, Yonina C. Eldar


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Data-Driven Factor Graphs for Deep Symbol Detection

Jan 31, 2020
Nir Shlezinger, Nariman Farsad, Yonina C. Eldar, Andrea J. Goldsmith


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Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing

Dec 22, 2019
Vishal Monga, Yuelong Li, Yonina C. Eldar


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Deep Task-Based Quantization

Aug 01, 2019
Nir Shlezinger, Yonina C. Eldar


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Deep Neural Network Symbol Detection for Millimeter Wave Communications

Jul 25, 2019
Yun Liao, Nariman Farsad, Nir Shlezinger, Yonina C. Eldar, Andrea J. Goldsmith


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Sample Efficient Toeplitz Covariance Estimation

Jun 06, 2019
Yonina C. Eldar, Jerry Li, Cameron Musco, Christopher Musco


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ViterbiNet: A Deep Learning Based Viterbi Algorithm for Symbol Detection

May 26, 2019
Nir Shlezinger, Nariman Farsad, Yonina C. Eldar, Andrea J. Goldsmith


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Deep Learning for Interference Identification: Band, Training SNR, and Sample Selection

May 16, 2019
Xiwen Zhang, Tolunay Seyfi, Shengtai Ju, Sharan Ramjee, Aly El Gamal, Yonina C. Eldar

* 5 pages, 8 figures, In Proc. IEEE International Workshop on Signal Processing Advances in Wireless Communications (SPAWC) 2019 

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An Algorithm Unrolling Approach to Deep Blind Image Deblurring

Mar 11, 2019
Yuelong Li, Mohammad Tofighi, Junyi Geng, Vishal Monga, Yonina C. Eldar

* Submitted to IEEE Transactions on Image Processing 

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An Algorithm Unrolling Approach to Deep Image Deblurring

Feb 15, 2019
Yuelong Li, Mohammad Tofighi, Vishal Monga, Yonina C. Eldar

* IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP) 

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Semi-supervised Learning in Network-Structured Data via Total Variation Minimization

Jan 28, 2019
Alexander Jung, Alfred O. Hero III, Alexandru Mara, Saeed Jahromi, Ayelet Heimowitz, Yonina C. Eldar


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Fast Deep Learning for Automatic Modulation Classification

Jan 16, 2019
Sharan Ramjee, Shengtai Ju, Diyu Yang, Xiaoyu Liu, Aly El Gamal, Yonina C. Eldar

* 29 pages, 30 figures, submitted to Journal on Selected Areas in Communications - Special Issue on Machine Learning in Wireless Communications 

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