Cover Image

Latent Diffusion Model Based Denoising Receiver for 6G Semantic Communication: From Stochastic Differential Theory to Application

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Wang, Xiucheng, Jia, Honggang, Cheng, Nan
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Information Theory Systems and Control
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

BeamAgent: LLM-Aided MIMO Beamforming with Decoupled Intent Parsing and Alternating Optimization for Joint Site Selection and Precoding
by: Wang, Xiucheng, et al.
Published: (2026)

Erasing Noise in Signal Detection with Diffusion Model: From Theory to Application
by: Wang, Xiucheng, et al.
Published: (2025)

GNN-Empowered Effective Partial Observation MARL Method for AoI Management in Multi-UAV Network
by: Pan, Yuhao, et al.
Published: (2024)

Beam-Aware Radio Map Estimation With Physics-Consistent Parametric Modeling for Unknown Multiple Satellites
by: Wang, Xiucheng, et al.
Published: (2026)

Electromagnetic Information Theory: Fundamentals and Applications for 6G Wireless Communication Systems
by: Wang, Cheng-Xiang, et al.
Published: (2024)

Physics-informed line-of-sight learning for scalable deterministic channel modeling
by: Wang, Xiucheng, et al.
Published: (2026)

When Does a Neural Receiver Help? Calibration-Drift Benchmarking and Detect-and-Rollback for 5G/6G NR
by: Elnashar, Ayman
Published: (2026)

Reliable Projection Based Unsupervised Learning for Semi-Definite QCQP with Application of Beamforming Optimization
by: Wang, Xiucheng, et al.
Published: (2024)

Learn for Variation: Variationally Guided AAV Trajectory Learning in Differentiable Environments
by: Wang, Xiucheng, et al.
Published: (2026)

RadioDiff-Loc: Diffusion Model Enhanced Scattering Congnition for NLoS Localization with Sparse Radio Map Estimation
by: Wang, Xiucheng, et al.
Published: (2025)

RadioDiff-FS: Physics-Informed Manifold Alignment in Few-Shot Diffusion Models for High-Fidelity Radio Map Construction
by: Wang, Xiucheng, et al.
Published: (2026)

Multi-Modal Semantic Communication
by: Mortaheb, Matin, et al.
Published: (2025)

Differentiable Projection-based Learn to Optimize in Wireless Network-Part I: Convex Constrained (Non-)Convex Programming
by: Wang, Xiucheng, et al.
Published: (2025)

Integrated Sensing, Computing, Communication, and Control for Time-Sequence-Based Semantic Communications
by: Li, Qingliang, et al.
Published: (2025)

RadioDiff-3D: A 3D$\times$3D Radio Map Dataset and Generative Diffusion Based Benchmark for 6G Environment-Aware Communication
by: Wang, Xiucheng, et al.
Published: (2025)

A Survey of Beam Management for mmWave and THz Communications Towards 6G
by: Xue, Qing, et al.
Published: (2023)

An ODMA-Based Unsourced Random Access Scheme with a Multiple Antenna Receiver
by: Ozates, Mert, et al.
Published: (2024)

Learnable Residual-Based Latent Denoising in Semantic Communication
by: Xu, Mingkai, et al.
Published: (2025)

An Exact Theory of Causal Emergence for Linear Stochastic Iteration Systems
by: Liu, Kaiwei, et al.
Published: (2024)

A Novel Non-Stationary Channel Emulator for 6G MIMO Wireless Channels
by: Zong, Yuan, et al.
Published: (2025)

Recent Advances of 6G Ultra-Massive MIMO Technologies in Spatial and Beam Domains
by: Feng, Rui, et al.
Published: (2025)

Learning Low-dimensional Latent Dynamics from High-dimensional Observations: Non-asymptotics and Lower Bounds
by: Zhang, Yuyang, et al.
Published: (2024)

Wireless Environmental Information Theory: A New Paradigm towards 6G Online and Proactive Environment Intelligence Communication
by: Zhang, Jianhua, et al.
Published: (2024)

Joint User Association and Bandwidth Allocation in Semantic Communication Networks
by: Xia, Le, et al.
Published: (2022)

Settling the Sample Complexity of Model-Based Offline Reinforcement Learning
by: Li, Gen, et al.
Published: (2022)

Semantic Communication in Multi-team Dynamic Games: A Mean Field Perspective
by: Aggarwal, Shubham, et al.
Published: (2024)

6DMA-Assisted Secure Wireless Communications
by: Qian, Yanzhi, et al.
Published: (2025)

Achieving Hiding and Smart Anti-Jamming Communication: A Parallel DRL Approach against Moving Reactive Jammer
by: Li, Yangyang, et al.
Published: (2025)

From Information Freshness to Semantics of Information and Goal-oriented Communications
by: Luo, Jiping, et al.
Published: (2025)

Multi-Agent Reinforcement Learning in Wireless Distributed Networks for 6G
by: Zhang, Jiayi, et al.
Published: (2025)

iRadioDiff: Physics-Informed Diffusion Model for Indoor Radio Map Construction and Localization
by: Wang, Xiucheng, et al.
Published: (2025)

Spatial-to-Spectral Harmonic-Modulated Arrays for 6G Multi-Beam MIMO
by: Guajardo, Jose, et al.
Published: (2025)

Hybrid Semantic/Bit Communication Based Networking Problem Optimization
by: Xia, Le, et al.
Published: (2024)

Interference Mitigation using Optimized Angle Diversity Receiver in LiFi Cellular Network
by: Zeng, Zhihong, et al.
Published: (2021)

CaFTRA: Frequency-Domain Correlation-Aware Feedback-Free MIMO Transmission and Resource Allocation for 6G and Beyond
by: Qian, Bo, et al.
Published: (2025)

RadioDiff: An Effective Generative Diffusion Model for Sampling-Free Dynamic Radio Map Construction
by: Wang, Xiucheng, et al.
Published: (2024)

Formal Entropy-Regularized Control of Stochastic Systems
by: van Zutphen, Menno, et al.
Published: (2026)

Effective Communication with Dynamic Feature Compression
by: Talli, Pietro, et al.
Published: (2024)

Distributed Adaptive Learning Under Communication Constraints
by: Carpentiero, Marco, et al.
Published: (2021)

RadioDiff-$k^2$: Helmholtz Equation Informed Generative Diffusion Model for Multi-Path Aware Radio Map Construction
by: Wang, Xiucheng, et al.
Published: (2025)