Sionna: An Open-Source Library for Next-Generation Physical Layer Research

22 March 2022

Papers citing "Sionna: An Open-Source Library for Next-Generation Physical Layer Research"

50 / 53 papers shown

Title
FERMI: Flexible Radio Mapping with a Hybrid Propagation Model and Scalable Autonomous Data Collection Yiming Luo Yansen Wang Hongming Chen Chengkai Wu X. Lyu Jinni Zhou Jun Ma Fu Zhang Boyu Zhou 27 0 0 21 Apr 2025
Transformer-Driven Neural Beamforming with Imperfect CSI in Urban Macro Wireless Channels Cemil Vahapoglu Timothy J. O'Shea Wan Liu Tamoghna Roy S. Ulukus 26 0 0 15 Apr 2025
Uplink Assisted Joint Channel Estimation and CSI Feedback: An Approach Based on Deep Joint Source-Channel Coding Yiran Guo Wei Chen Bo Ai 34 0 0 15 Apr 2025
End-to-End Human Pose Reconstruction from Wearable Sensors for 6G Extended Reality Systems Nguyen Quang Hieu D. Hoang Diep N. Nguyen Mohammad Abu Alsheikh Carlos C. N. Kuhn Yibeltal Alem Ibrahim Radwan 3DH 52 0 0 06 Mar 2025
Decoding for Punctured Convolutional and Turbo Codes: A Deep Learning Solution for Protocols Compliance Yongli Yan Linglong Dai 37 0 0 24 Feb 2025
A MIMO Wireless Channel Foundation Model via CIR-CSI Consistency Jun Jiang Wenjun Yu Yunfan Li Yuan Gao Shugong Xu 59 2 0 17 Feb 2025
5G LDPC Linear Transformer for Channel Decoding Mario Hernandez Fernando Pinero 36 0 0 23 Jan 2025
Interpreting Deep Neural Network-Based Receiver Under Varying Signal-To-Noise Ratios Marko Tuononen Dani Korpi Ville Hautamäki FAtt 38 1 0 10 Jan 2025
Acoustic Volume Rendering for Neural Impulse Response Fields Zitong Lan Chenhao Zheng Zhiwei Zheng Mingmin Zhao 28 4 0 09 Nov 2024
Neuromorphic Wireless Split Computing with Multi-Level Spikes Dengyu Wu Jiechen Chen Bipin Rajendran H. Vincent Poor Osvaldo Simeone 46 1 0 07 Nov 2024
Comparing Differentiable and Dynamic Ray Tracing: Introducing the Multipath Lifetime Map Jérome Eertmans Enrico Maria Vittuci Vittorio Degli Esposti Laurent Jacques Claude Oestges 18 0 0 18 Oct 2024
Belief Information based Deep Channel Estimation for Massive MIMO Systems Jialong Xu Liu Liu Xin Wang Lan Chen 13 1 0 23 Jun 2024
Model-based learning for multi-antenna multi-frequency location-to-channel mapping Baptiste Chatelier Vincent Corlay M. Crussiére Luc Le Magoarou 31 1 0 17 Jun 2024
Factor Graph Optimization of Error-Correcting Codes for Belief Propagation Decoding Yoni Choukroun Lior Wolf 32 1 0 09 Jun 2024
RayProNet: A Neural Point Field Framework for Radio Propagation Modeling in 3D Environments Ge Cao Zhen Peng 27 1 0 04 Jun 2024
Large Language Models (LLMs) Assisted Wireless Network Deployment in Urban Settings Nurullah Sevim Mostafa Ibrahim S. Ekin 18 6 0 22 May 2024
Learning Linear Block Error Correction Codes Yoni Choukroun Lior Wolf 31 6 0 07 May 2024
Beam Training in mmWave Vehicular Systems: Machine Learning for Decoupling Beam Selection Ibrahim Kilinc Ryan M. Dreifuerst Junghoon Kim Robert W. Heath 38 2 0 16 Apr 2024
Neuromorphic Split Computing with Wake-Up Radios: Architecture and Design via Digital Twinning Member Ieee Jiechen Chen Member Ieee Sangwoo Park Fellow Ieee Petar Popovski Ieee H. Vincent Poor Life Fellow Fellow Ieee Osvaldo Simeone 42 7 0 02 Apr 2024
NN-Defined Modulator: Reconfigurable and Portable Software Modulator on IoT Gateways Jiazhao Wang Wenchao Jiang Ruofeng Liu Bin Hu Demin Gao Shuai Wang 21 1 0 14 Mar 2024
Neural Codebook Design for Network Beam Management Ryan M. Dreifuerst Robert W. Heath 30 2 0 05 Mar 2024
A Digital Twinning Platform for Integrated Sensing, Communications and Robotics Vlad-Costin Andrei Xinyan Li Maresa Fees Andreas Feik U. Mönich Holger Boche 27 3 0 23 Feb 2024
Integrating Pre-Trained Language Model with Physical Layer Communications Ju-Hyung Lee Dong-Ho Lee Joohan Lee Jay Pujara 42 4 0 18 Feb 2024
PACE: A Pragmatic Agent for Enhancing Communication Efficiency Using Large Language Models Jiaxuan Li Minxi Yang Dahua Gao Wenlong Xu Guangming Shi 38 0 0 30 Jan 2024
Friendly Attacks to Improve Channel Coding Reliability Anastasia Kurmukova Deniz Gunduz AAML 48 2 0 25 Jan 2024
CAVIAR: Co-simulation of 6G Communications, 3D Scenarios and AI for Digital Twins João Borges Felipe Bastos Ilan S. Correa Pedro Batista A. Klautau 25 2 0 06 Jan 2024
Calibrating Wireless Ray Tracing for Digital Twinning using Local Phase Error Estimates Clement Ruah Osvaldo Simeone Jakob Hoydis Bashir M. Al-Hashimi 28 14 0 19 Dec 2023
Deep Learning-Based Pilotless Spatial Multiplexing D. Korpi Mikko Honkala Janne M. J. Huttunen 24 2 0 08 Dec 2023
Model-based Deep Learning for Beam Prediction based on a Channel Chart Taha Yassine Baptiste Chatelier Vincent Corlay M. Crussiére S. Paquelet Olav Tirkkonen Luc Le Magoarou 27 5 0 04 Dec 2023
Hierarchical ML Codebook Design for Extreme MIMO Beam Management Ryan M. Dreifuerst Robert W. Heath 24 5 0 24 Nov 2023
Generative AI-Based Probabilistic Constellation Shaping With Diffusion Models Mehdi Letafati Samad Ali Matti Latva-aho DiffM 21 6 0 15 Nov 2023
Edge Accelerated Robot Navigation With Collaborative Motion Planning Guoliang Li Ruihua Han Shuai Wang Fei Gao Yonina C. Eldar Chengzhong Xu 24 4 0 15 Nov 2023
Magmaw: Modality-Agnostic Adversarial Attacks on Machine Learning-Based Wireless Communication Systems Jung-Woo Chang Ke Sun Nasimeh Heydaribeni Seira Hidano Xinyu Zhang F. Koushanfar AAML 17 1 0 01 Nov 2023
Conditional Denoising Diffusion Probabilistic Models for Data Reconstruction Enhancement in Wireless Communications Mehdi Letafati Samad Ali Matti Latva-aho DiffM 18 7 0 30 Oct 2023
Forking Uncertainties: Reliable Prediction and Model Predictive Control with Sequence Models via Conformal Risk Control Matteo Zecchin Sangwoo Park Osvaldo Simeone 36 15 0 16 Oct 2023
Model-based learning for location-to-channel mapping Baptiste Chatelier Luc Le Magoarou Vincent Corlay M. Crussiére 23 4 0 28 Aug 2023
Score-based Source Separation with Applications to Digital Communication Signals T. Jayashankar Gary C. F. Lee A. Lancho Amir Weiss Yury Polyanskiy Greg Wornell DiffM 29 7 0 26 Jun 2023
CeBed: A Benchmark for Deep Data-Driven OFDM Channel Estimation Amal Feriani Di Wu Steve Liu Gregory Dudek 13 0 0 23 Jun 2023
Sionna RT: Differentiable Ray Tracing for Radio Propagation Modeling J. Hoydis Fayccal Ait Aoudia Sebastian Cammerer Merlin Nimier-David Nikolaus Binder Guillermo Marcus Alexander Keller 27 65 0 20 Mar 2023
Domain Generalization in Machine Learning Models for Wireless Communications: Concepts, State-of-the-Art, and Open Issues Mohamed Akrout Amal Feriani F. Bellili A. Mezghani Ekram Hossain OOD AI4CE 37 26 0 13 Mar 2023
A Multi-Modal Simulation Framework to Enable Digital Twin-based V2X Communications in Dynamic Environments Lorenzo Cazzella Francesco Linsalata Maurizio Magarini Matteo Matteucci U. Spagnolini 32 4 0 13 Mar 2023
Reverse Ordering Techniques for Attention-Based Channel Prediction Valentina Rizzello Benedikt Bock M. Joham Wolfgang Utschick AI4TS 20 7 0 01 Feb 2023
DUIDD: Deep-Unfolded Interleaved Detection and Decoding for MIMO Wireless Systems Reinhard Wiesmayr C. Dick J. Hoydis Christoph Studer 15 11 0 15 Dec 2022
Toward Adaptive Semantic Communications: Efficient Data Transmission via Online Learned Nonlinear Transform Source-Channel Coding Jincheng Dai Sixian Wang Ke Yang Kailin Tan Xiaoqi Qin Zhongwei Si K. Niu Ping Zhang 25 20 0 08 Nov 2022
Seq2Seq-SC: End-to-End Semantic Communication Systems with Pre-trained Language Model Ju‐Hyung Lee Dong-Ho Lee Eunsoo Sheen Thomas Choi Jay Pujara 32 8 0 27 Oct 2022
Bit Error and Block Error Rate Training for ML-Assisted Communication Reinhard Wiesmayr Gian Marti C. Dick Haochuan Song Christoph Studer 38 9 0 25 Oct 2022
Graph Neural Networks for Channel Decoding Sebastian Cammerer J. Hoydis Fayçal Ait Aoudia Alexander Keller GNN 32 27 0 29 Jul 2022
GPU-Accelerated Machine Learning in Non-Orthogonal Multiple Access Daniel Schäufele Guillermo Marcus Nikolaus Binder Matthias Mehlhose Alexander Keller S. Stańczak 11 1 0 13 Jun 2022
Wireless Deep Video Semantic Transmission Sixian Wang Jincheng Dai Zijian Liang K. Niu Zhongwei Si Chao Dong Xiaoqi Qin Ping Zhang 3DV DiffM 54 141 0 26 May 2022
Deep Learning-Based Synchronization for Uplink NB-IoT Fayçal Ait Aoudia J. Hoydis Sebastian Cammerer Matthijs Van Keirsbilck Alexander Keller 29 8 0 22 May 2022