Fast Deep Learning for Automatic Modulation Classification

16 January 2019

Papers citing "Fast Deep Learning for Automatic Modulation Classification"

32 / 32 papers shown

Title
Plug-and-Play AMC: Context Is King in Training-Free, Open-Set Modulation with LLMs Mohammad Rostami Atik Faysal Reihaneh Gh. Roshan Huaxia Wang Nikhil Muralidhar Yu-dong Yao 24 0 0 06 May 2025
NMformer: A Transformer for Noisy Modulation Classification in Wireless Communication Atik Faysal Mohammad Rostami Reihaneh Gh. Roshan Huaxia Wang Nikhil Muralidhar 32 3 0 30 Oct 2024
A Hybrid Training-time and Run-time Defense Against Adversarial Attacks in Modulation Classification Lu Zhang S. Lambotharan G. Zheng G. Liao Ambra Demontis Fabio Roli AAML 18 10 0 09 Jul 2024
Enhancing Automatic Modulation Recognition for IoT Applications Using Transformers Narges Rashvand Kenneth Witham Gabriel Maldonado Vinit Katariya Nishanth Marer Prabhu G. Schirner Hamed Tabkhi 23 11 0 08 Mar 2024
Data-Driven Subsampling in the Presence of an Adversarial Actor Abu Shafin Mohammad Mahdee Jameel Ahmed P. Mohamed Jinho Yi Aly El Gamal Akshay Malhotra 19 0 0 07 Jan 2024
SimPSI: A Simple Strategy to Preserve Spectral Information in Time Series Data Augmentation Hyun Ryu Sunjae Yoon Hee Suk Yoon Eunseop Yoon Changdong Yoo AI4TS 22 2 0 10 Dec 2023
Using Early Exits for Fast Inference in Automatic Modulation Classification E. Mohammed Omar Mashaal H. Abou-zeid 16 3 0 22 Aug 2023
EMC2-Net: Joint Equalization and Modulation Classification based on Constellation Network Hyungyul Ryu Junil Choi 8 3 0 20 Mar 2023
Hybrid HMM Decoder For Convolutional Codes By Joint Trellis-Like Structure and Channel Prior Haoyu Li Xuan Wang Tong Liu Dingyi Fang Baoying Liu 28 0 0 26 Oct 2022
RF Signal Classification with Synthetic Training Data and its Real-World Performance S. Scholl 9 5 0 26 Jun 2022
Neural Decoding with Optimization of Node Activations Eliya Nachmani Yair Be’ery 22 11 0 01 Jun 2022
Deep neural network goes lighter: A case study of deep compression techniques on automatic RF modulation recognition for Beyond 5G networks Anu Jagannath Jithin Jagannath Yanzhi Wang Tommaso Melodia 23 3 0 09 Apr 2022
Signal Processing Based Deep Learning for Blind Symbol Decoding and Modulation Classification Samer S. Hanna C. Dick D. Cabric 42 38 0 19 Jun 2021
A Novel Automatic Modulation Classification Scheme Based on Multi-Scale Networks Hao Zhang Fuhui Zhou Qi-hui Wu Wei Wu R. Hu 15 47 0 31 May 2021
Distributed Learning in Wireless Networks: Recent Progress and Future Challenges Mingzhe Chen Deniz Gündüz Kaibin Huang Walid Saad M. Bennis Aneta Vulgarakis Feljan H. Vincent Poor 21 401 0 05 Apr 2021
Gradient-based Adversarial Deep Modulation Classification with Data-driven Subsampling Jinho Yi Aly El Gamal AAML 6 4 0 03 Apr 2021
Robust Adversarial Attacks Against DNN-Based Wireless Communication Systems Alireza Bahramali Milad Nasr Amir Houmansadr Dennis Goeckel Don Towsley AAML 32 53 0 01 Feb 2021
Autoregressive Belief Propagation for Decoding Block Codes Eliya Nachmani Lior Wolf 6 12 0 23 Jan 2021
High-Capacity Complex Convolutional Neural Networks For I/Q Modulation Classification J. Krzyston R. Bhattacharjea A. Stark 16 4 0 21 Oct 2020
Modulation Pattern Detection Using Complex Convolutions in Deep Learning J. Krzyston R. Bhattacharjea A. Stark 11 6 0 14 Oct 2020
Ensemble Wrapper Subsampling for Deep Modulation Classification Sharan Ramjee Shengtai Ju Diyu Yang Xiaoyu Liu Aly El Gamal Yonina C. Eldar 15 14 0 10 May 2020
Visualizing Deep Learning-based Radio Modulation Classifier Liang Huang You Zhang Weijian Pan Jinyin Chen L. Qian Yuan Wu 4 32 0 03 May 2020
Time-Frequency Analysis based Blind Modulation Classification for Multiple-Antenna Systems Weiheng Jiang Xiaogang Wu Bolin Chen Wenjiang Feng Yi Jin 6 16 0 01 Apr 2020
A light neural network for modulation detection under impairments Thomas Courtat Hélion Marie du Mas des Bourboux 14 7 0 27 Mar 2020
Spectrum Sensing and Signal Identification with Deep Learning based on Spectral Correlation Function Kürşat Tekbıyık Özkan Akbunar A. R. Ekti Ali̇ Görçi̇n Gunes Karabulut Kurt Khalid A. Qaraqe 4 3 0 17 Mar 2020
A survey on Machine Learning-based Performance Improvement of Wireless Networks: PHY, MAC and Network layer M. Kulin Tarik Kazaz I. Moerman E. De Poorter 22 70 0 13 Jan 2020
Efficient Training of Deep Classifiers for Wireless Source Identification using Test SNR Estimates Xingchen Wang Shengtai Ju Xiwen Zhang Sharan Ramjee Aly El Gamal 11 5 0 26 Dec 2019
Novel Deep Learning Framework for Wideband Spectrum Characterization at Sub-Nyquist Rate Shivam Chandhok H. Joshi A. V. Subramanyam S. Darak 18 19 0 11 Dec 2019
Data Augmentation for Deep Learning-based Radio Modulation Classification Liang Huang Weijian Pan You Zhang L. Qian Nan Gao Yuan Wu 25 133 0 06 Dec 2019
Robust and Fast Automatic Modulation Classification with CNN under Multipath Fading Channels Kürşat Tekbıyık A. R. Ekti Ali̇ Görçi̇n Gunes Karabulut Kurt Cihat Keçeci 17 65 0 12 Nov 2019
Efficient Wrapper Feature Selection using Autoencoder and Model Based Elimination Sharan Ramjee Aly El Gamal 16 4 0 28 May 2019
Deep Learning for Interference Identification: Band, Training SNR, and Sample Selection Xiwen Zhang T. Seyfi Shengtai Ju Sharan Ramjee Aly El Gamal Yonina C. Eldar 11 37 0 16 May 2019