Deep Unfolding: Model-Based Inspiration of Novel Deep Architectures

9 September 2014

Papers citing "Deep Unfolding: Model-Based Inspiration of Novel Deep Architectures"

50 / 66 papers shown

Title
Unveiling and Mitigating Adversarial Vulnerabilities in Iterative Optimizers Elad Sofer Tomer Shaked Caroline Chaux Nir Shlezinger AAML 49 0 0 26 Apr 2025
Compressed Sensor Caching and Collaborative Sparse Data Recovery with Anchor Alignment Yi-Jen Yang Ming-Hsun Yang Jwo-Yuh Wu Y.-W. Peter Hong 47 0 0 14 Jun 2024
Deep Learning Based Uplink Multi-User SIMO Beamforming Design Cemil Vahapoglu Tim O'Shea Tamoghna Roy S. Ulukus 29 7 0 28 Sep 2023
Deep Graph Unfolding for Beamforming in MU-MIMO Interference Networks Arindam Chowdhury Gunjan Verma A. Swami Santiago Segarra 35 13 0 02 Apr 2023
DeDA: Deep Directed Accumulator Hang Zhang Rongguang Wang Renjiu Hu Jinwei Zhang Jiahao Nick Li MedIm 30 4 0 15 Mar 2023
Generalization analysis of an unfolding network for analysis-based Compressed Sensing Vicky Kouni Yannis Panagakis MLT 28 0 0 09 Mar 2023
Hubbard-Stratonovich Detector for Simple Trainable MIMO Signal Detection Satoshi Takabe Takashi Abe 17 1 0 09 Feb 2023
ATASI-Net: An Efficient Sparse Reconstruction Network for Tomographic SAR Imaging with Adaptive Threshold Muhan Wang Zhe Zhang Xiaolan Qiu Silin Gao Yue Wang 29 10 0 30 Nov 2022
Explainable bilevel optimization: an application to the Helsinki deblur challenge S. Bonettini Giorgia Franchini Danilo Pezzi M. Prato 19 10 0 18 Oct 2022
On the Explainability of Natural Language Processing Deep Models Julia El Zini M. Awad 31 82 0 13 Oct 2022
Efficient Deep Unfolding for SISO-OFDM Channel Estimation Baptiste Chatelier Luc Le Magoarou Getachew Redieteab 24 12 0 11 Oct 2022
Deep Unfolding for Iterative Stripe Noise Removal Zeshan Fayyaz Daniel David Platnick Hannan Fayyaz Nariman Farsad 21 9 0 27 Sep 2022
Progressive Fusion for Multimodal Integration Shiv Shankar Laure Thompson M. Fiterau 36 3 0 01 Sep 2022
Block Modulating Video Compression: An Ultra Low Complexity Image Compression Encoder for Resource Limited Platforms Yujia Xue Siming Zheng Waleed Tahir Zhengjue Wang Hao Zhang Ziyi Meng Lei Tian Xin Yuan 21 4 0 07 May 2022
Tight integration of neural- and clustering-based diarization through deep unfolding of infinite Gaussian mixture model K. Kinoshita Marc Delcroix Tomoharu Iwata BDL 25 19 0 14 Feb 2022
Modeling Structure with Undirected Neural Networks Tsvetomila Mihaylova Vlad Niculae André F. T. Martins GNN 22 1 0 08 Feb 2022
Graph-based Algorithm Unfolding for Energy-aware Power Allocation in Wireless Networks Boning Li Gunjan Verma Santiago Segarra 26 18 0 27 Jan 2022
Modeling Mask Uncertainty in Hyperspectral Image Reconstruction Jiamian Wang Yulun Zhang X. Yuan Ziyi Meng Zhiqiang Tao 19 9 0 31 Dec 2021
Unrolling PALM for sparse semi-blind source separation Mohammad Fahes Christophe Kervazo J. Bobin F. Tupin 27 6 0 10 Dec 2021
Implicit vs Unfolded Graph Neural Networks Yongyi Yang Tang Liu Yangkun Wang Zengfeng Huang David Wipf 54 15 0 12 Nov 2021
FAID Diversity via Neural Networks Xin Xiao Nithin Raveendran Bane V. Vasic Shu Lin Ravi Tandon 33 9 0 10 May 2021
A Low-Complexity MIMO Channel Estimator with Implicit Structure of a Convolutional Neural Network B. Fesl N. Turan M. Koller Wolfgang Utschick 18 6 0 26 Apr 2021
Learning to Optimize: A Primer and A Benchmark Tianlong Chen Xiaohan Chen Wuyang Chen Howard Heaton Jialin Liu Zhangyang Wang W. Yin 54 225 0 23 Mar 2021
Graph Neural Networks Inspired by Classical Iterative Algorithms Yongyi Yang T. Liu Yangkun Wang Jinjing Zhou Quan Gan Zhewei Wei Zheng-Wei Zhang Zengfeng Huang David Wipf 39 83 0 10 Mar 2021
Interpretable Hyperspectral AI: When Non-Convex Modeling meets Hyperspectral Remote Sensing Danfeng Hong Wei He Naoto Yokoya Jing Yao Lianru Gao Liangpei Zhang Jocelyn Chanussot Xiaoxiang Zhu 46 0 0 02 Mar 2021
Model-Based Machine Learning for Communications Nir Shlezinger Nariman Farsad Yonina C. Eldar Andrea J. Goldsmith 33 23 0 12 Jan 2021
Model-Based Deep Learning Nir Shlezinger Jay Whang Yonina C. Eldar A. Dimakis 30 317 0 15 Dec 2020
Learning to Beamform in Heterogeneous Massive MIMO Networks Minghe Zhu Tsung-Hui Chang Mingyi Hong 27 22 0 08 Nov 2020
Solving Sparse Linear Inverse Problems in Communication Systems: A Deep Learning Approach With Adaptive Depth Wei Chen Bowen Zhang Shimei Jin B. Ai Z. Zhong 8 24 0 29 Oct 2020
Convergence Acceleration via Chebyshev Step: Plausible Interpretation of Deep-Unfolded Gradient Descent Satoshi Takabe T. Wadayama 13 10 0 26 Oct 2020
Accurate and Lightweight Image Super-Resolution with Model-Guided Deep Unfolding Network Qiang Ning W. Dong Guangming Shi Leida Li Xin Li 21 44 0 14 Sep 2020
mpNet: variable depth unfolded neural network for massive MIMO channel estimation Taha Yassine Luc Le Magoarou 18 25 0 07 Aug 2020
Deep unfolding of the weighted MMSE beamforming algorithm Lissy Pellaco M. Bengtsson Joakim Jaldén 27 21 0 15 Jun 2020
Learned Factor Graphs for Inference from Stationary Time Sequences Nir Shlezinger Nariman Farsad Yonina C. Eldar Andrea J. Goldsmith 21 24 0 05 Jun 2020
Safeguarded Learned Convex Optimization Howard Heaton Xiaohan Chen Zhangyang Wang W. Yin 24 22 0 04 Mar 2020
Tuning-free Plug-and-Play Proximal Algorithm for Inverse Imaging Problems Kaixuan Wei Angelica Aviles-Rivero Jingwei Liang Ying Fu Carola-Bibiane Schönlieb Hua Huang 21 103 0 22 Feb 2020
Data-Driven Symbol Detection via Model-Based Machine Learning Nariman Farsad Nir Shlezinger Andrea J. Goldsmith Yonina C. Eldar 29 49 0 14 Feb 2020
ADMM-based Decoder for Binary Linear Codes Aided by Deep Learning Yi Wei Ming-Min Zhao Min-Jian Zhao M. Lei 19 15 0 14 Feb 2020
RNA Secondary Structure Prediction By Learning Unrolled Algorithms Xinshi Chen Yu Li Ramzan Umarov Xin Gao Le Song SyDa AI4TS 27 118 0 13 Feb 2020
DeepSIC: Deep Soft Interference Cancellation for Multiuser MIMO Detection Nir Shlezinger Rong Fu Yonina C. Eldar 45 102 0 08 Feb 2020
Identification of Non-Linear RF Systems Using Backpropagation Andreas Toftegaard Kristensen A. Burg Alexios Balatsoukas-Stimming 14 8 0 27 Jan 2020
Ada-LISTA: Learned Solvers Adaptive to Varying Models Aviad Aberdam Alona Golts Michael Elad 27 40 0 23 Jan 2020
Algorithm Unrolling: Interpretable, Efficient Deep Learning for Signal and Image Processing V. Monga Yuelong Li Yonina C. Eldar 46 1,002 0 22 Dec 2019
Deep Radar Waveform Design for Efficient Automotive Radar Sensing Shahin Khobahi Arindam Bose M. Soltanalian 19 18 0 17 Dec 2019
Deep Learning-based Polar Code Design Moustafa Ebada Sebastian Cammerer Ahmed Elkelesh S. Brink 26 34 0 26 Sep 2019
Learned-SBL: A Deep Learning Architecture for Sparse Signal Recovery Rubin Jose Peter C. Murthy 16 4 0 17 Sep 2019
Deep Learning for CSI Feedback Based on Superimposed Coding Chaojin Qing Bin Cai Qingyao Yang Jiafan Wang Chuan Huang 19 43 0 27 Jul 2019
Learning step sizes for unfolded sparse coding Pierre Ablin Thomas Moreau Mathurin Massias Alexandre Gramfort MQ 25 51 0 27 May 2019
Tree Search Network for Sparse Regression Kyung-Su Kim Sae-Young Chung 17 1 0 01 Apr 2019
Deep Griffin-Lim Iteration Yoshiki Masuyama Kohei Yatabe Yuma Koizumi Yasuhiro Oikawa Noboru Harada 40 55 0 10 Mar 2019