Cover Image

Study on Downlink CSI compression: Are Neural Networks the Only Solution?

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Praneeth, K. Sai, Yerrapragada, Anil Kumar, Sagireddi, Achyuth, Prasad, Sai, Ganti, Radha Krishna
Format:	Preprint
Published:	2025
Subjects:	Signal Processing Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

On the Application of Deep Learning for Precise Indoor Positioning in 6G
by: Kotturi, Sai Prasanth, et al.
Published: (2024)

A Machine Learning based Hybrid Receiver for 5G NR PRACH
by: Singh, Rohit, et al.
Published: (2024)

UCINet0: A Machine Learning based Receiver for 5G NR PUCCH Format 0
by: Sattianarayanin, Jeeva Keshav, et al.
Published: (2024)

Enhancements for 5G NR PRACH Reception: An AI/ML Approach
by: Singh, Rohit, et al.
Published: (2024)

Machine Learning Decoder for 5G NR PUCCH Format 0
by: Yerrapragada, Anil Kumar, et al.
Published: (2022)

Physical Layer Design for Ambient IoT
by: Singh, Rohit, et al.
Published: (2025)

Centimeter Positioning Accuracy using AI/ML for 6G Applications
by: Kotturi, Sai Prasanth, et al.
Published: (2024)

Optimum Beamforming and Grating Lobe Mitigation for Intelligent Reflecting Surfaces
by: Narayanan, Sai Sanjay, et al.
Published: (2024)

Near-Pilotless Single Carrier Communications Using Matrix Decomposition
by: Praneeth, K Sai, et al.
Published: (2024)

QR Approximation for Massive MIMO Fronthaul Compression
by: P, Aswathylakshmi, et al.
Published: (2019)

Pilotless Uplink for Massive MIMO Systems
by: Aswathylakshmi, P, et al.
Published: (2023)

Fronthaul Compression for Uplink Massive MIMO using Matrix Decomposition
by: P, Aswathylakshmi, et al.
Published: (2021)

Enabling AI-Native Mobility in 6G: A Real-World Dataset for Handover, Beam Management, and Timing Advance
by: Narayana, Mannam Veera, et al.
Published: (2026)

Orchestrating Multimodal DNN Workloads in Wireless Neural Processing
by: Xu, Sai, et al.
Published: (2026)

CSI-GPT: Integrating Generative Pre-Trained Transformer with Federated-Tuning to Acquire Downlink Massive MIMO Channels
by: Zeng, Ye, et al.
Published: (2024)

Precoder Implementation and Optimization in 5G NR Massive MIMO Radio
by: Bhukya, Kalyani, et al.
Published: (2024)

ARNN: Attentive Recurrent Neural Network for Multi-channel EEG Signals to Identify Epileptic Seizures
by: Rukhsar, Salim, et al.
Published: (2024)

DRL-based Dolph-Tschebyscheff Beamforming in Downlink Transmission for Mobile Users
by: Nayak, Nancy, et al.
Published: (2025)

On Improving PPG-Based Sleep Staging: A Pilot Study
by: Wang, Jiawei, et al.
Published: (2025)

Continuous-Time Signal Decomposition: An Implicit Neural Generalization of PCA and ICA
by: Azmoodeh, Shayan K., et al.
Published: (2025)

Downlink MIMO Channel Estimation from Bits: Recoverability and Algorithm
by: Shrestha, Rajesh, et al.
Published: (2024)

Learning Representations for CSI Adaptive Quantization and Feedback
by: Rizzello, Valentina, et al.
Published: (2022)

Impact of Synchronization Offsets and CSI Feedback Delay in Distributed MIMO Systems
by: Bondada, Kumar Sai, et al.
Published: (2025)

BCI-Based Assessment of Ocular Response Time Using Dynamic Time Warping Leveraging an RDWT-Driven Deep Neural Framework
by: Sarkar, Shantanu, et al.
Published: (2026)

Spatio-Temporal 3D Point Clouds from WiFi-CSI Data via Transformer Networks
by: Määttä, Tuomas, et al.
Published: (2024)

Downlink Channel Covariance Matrix Estimation via Representation Learning with Graph Regularization
by: Zerin, Melih Can, et al.
Published: (2024)

Capacitive Touch Sensor Modeling With a Physics-informed Neural Network and Maxwell's Equations
by: Mo, Ganyong, et al.
Published: (2024)

Structured Latent Dynamics in Wireless CSI via Homomorphic World Models
by: Naoumi, Salmane, et al.
Published: (2026)

Time Weaver: A Conditional Time Series Generation Model
by: Narasimhan, Sai Shankar, et al.
Published: (2024)

Transformer-Driven Neural Beamforming with Imperfect CSI in Urban Macro Wireless Channels
by: Vahapoglu, Cemil, et al.
Published: (2025)

A CNN-LSTM Quantifier for Single Access Point CSI Indoor Localization
by: Hoang, Minh Tu, et al.
Published: (2020)

RSSI-Assisted CSI-Based Passenger Counting with Multiple Wi-Fi Receivers
by: Guo, Jingtao, et al.
Published: (2024)

Dynamic Indoor Fingerprinting Localization based on Few-Shot Meta-Learning with CSI Images
by: Jiao, Jiyu, et al.
Published: (2024)

Noise Resilient Over-The-Air Federated Learning In Heterogeneous Wireless Networks
by: Shaban, Zubair, et al.
Published: (2025)

Evaluating Fast Adaptability of Neural Networks for Brain-Computer Interface
by: Sharma, Anupam, et al.
Published: (2024)

VR-VFL: Joint Rate and Client Selection for Vehicular Federated Learning Under Imperfect CSI
by: Karatas, Metehan, et al.
Published: (2026)

CSI-Based Efficient Self-Quarantine Monitoring System Using Branchy Convolution Neural Network
by: Guo, Jingtao, et al.
Published: (2023)

CSI Compression using Channel Charting
by: Chatelier, Baptiste, et al.
Published: (2024)

CSI-BERT2: A BERT-inspired Framework for Efficient CSI Prediction and Classification in Wireless Communication and Sensing
by: Zhao, Zijian, et al.
Published: (2024)

Federated learning compression designed for lightweight communications
by: Ribeiro, Lucas Grativol, et al.
Published: (2023)