Deep Unfolding: Model-Based Inspiration of Novel Deep Architectures

Deep Unfolding: Model-Based Inspiration of Novel Deep Architectures

9 September 2014

Jonathan Le Roux

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

16 / 66 papers shown

Title
Compressive-Sensing Data Reconstruction for Structural Health Monitoring: A Machine-Learning Approach Y. Bao Zhiyi Tang Hui Li 21 82 0 07 Jan 2019
Deep Unfolding of a Proximal Interior Point Method for Image Restoration Carla Bertocchi Émilie Chouzenoux M. Corbineau J. Pesquet M. Prato 27 107 0 11 Dec 2018
Multilevel MIMO Detection with Deep Learning V. Corlay J. Boutros P. Ciblat L. Brunel 26 44 0 04 Dec 2018
Deep Signal Recovery with One-Bit Quantization Shahin Khobahi Naveed Naimipour M. Soltanalian Yonina C. Eldar 17 56 0 30 Nov 2018
Learning a Compressed Sensing Measurement Matrix via Gradient Unrolling Shanshan Wu A. Dimakis Sujay Sanghavi Felix X. Yu D. Holtmann-Rice Dmitry Storcheus Afshin Rostamizadeh Sanjiv Kumar SSL 23 53 0 26 Jun 2018
Learning to Detect N. Samuel Tzvi Diskin A. Wiesel 28 431 0 19 May 2018
Generative adversarial network-based approach to signal reconstruction from magnitude spectrograms Keisuke Oyamada Hirokazu Kameoka Takuhiro Kaneko Kou Tanaka Nobukatsu Hojo Hiroyasu Ando GAN 10 29 0 06 Apr 2018
Deep MIMO Detection N. Samuel Tzvi Diskin A. Wiesel 46 406 0 04 Jun 2017
ADMM-Net: A Deep Learning Approach for Compressive Sensing MRI Yan Yang Jian Sun Huibin Li Zongben Xu MedIm 29 126 0 19 May 2017
End-to-End Learning for Structured Prediction Energy Networks David Belanger Bishan Yang Andrew McCallum 14 136 0 16 Mar 2017
An Introduction to Deep Learning for the Physical Layer Tim O'Shea J. Hoydis AI4CE 89 2,174 0 02 Feb 2017
Onsager-corrected deep learning for sparse linear inverse problems M. Borgerding Philip Schniter 29 92 0 20 Jul 2016
Single-Channel Multi-Speaker Separation using Deep Clustering Y. Isik Jonathan Le Roux Zhuo Chen Shinji Watanabe J. Hershey 37 428 0 07 Jul 2016
Discriminative Embeddings of Latent Variable Models for Structured Data H. Dai Bo Dai Le Song BDL 55 693 0 17 Mar 2016
Structured Prediction Energy Networks David Belanger Andrew McCallum GNN 18 219 0 19 Nov 2015
End-to-End Text-Dependent Speaker Verification G. Heigold Ignacio López Moreno Samy Bengio Noam M. Shazeer 22 585 0 27 Sep 2015