Optimization for Massive 3D-RIS Deployment: A Generative Diffusion Model-Based Approach
Fuente:
arXiv
Saved in:
| Main Authors: | Wang, Kaining, Yang, Bo, Yu, Zhiwen, Cao, Xuelin, Debbah, Mérouane, Yuen, Chau |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
3D Gaussian Radiation Field Modeling for Integrated RIS-FAS Systems: Analysis and Optimization
by: Wang, Kaining, et al.
Published: (2025)
by: Wang, Kaining, et al.
Published: (2025)
DiffSG: A Generative Solver for Network Optimization with Diffusion Model
by: Liang, Ruihuai, et al.
Published: (2024)
by: Liang, Ruihuai, et al.
Published: (2024)
Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion
by: Xue, Yifan, et al.
Published: (2025)
by: Xue, Yifan, et al.
Published: (2025)
GDSG: Graph Diffusion-based Solution Generator for Optimization Problems in MEC Networks
by: Liang, Ruihuai, et al.
Published: (2024)
by: Liang, Ruihuai, et al.
Published: (2024)
Trajectory-Aware Multi-RIS Activation and Configuration: A Riemannian Diffusion Method
by: Wang, Kaining, et al.
Published: (2026)
by: Wang, Kaining, et al.
Published: (2026)
Diffusion Models as Network Optimizers: Explorations and Analysis
by: Liang, Ruihuai, et al.
Published: (2024)
by: Liang, Ruihuai, et al.
Published: (2024)
Frontiers of Generative AI for Network Optimization: Theories, Limits, and Visions
by: Yang, Bo, et al.
Published: (2025)
by: Yang, Bo, et al.
Published: (2025)
Dynamical ON-OFF Control with Trajectory Prediction for Multi-RIS Wireless Networks
by: Wang, Kaining, et al.
Published: (2025)
by: Wang, Kaining, et al.
Published: (2025)
Interference Propagation Analysis for Large-Scale Multi-RIS-Empowered Wireless Communications:An Epidemiological Perspective
by: Wang, Kaining, et al.
Published: (2026)
by: Wang, Kaining, et al.
Published: (2026)
AI-Empowered Multiple Access for 6G: A Survey of Spectrum Sensing, Protocol Designs, and Optimizations
by: Cao, Xuelin, et al.
Published: (2024)
by: Cao, Xuelin, et al.
Published: (2024)
Cross-Problem Solving for Network Optimization: Is Problem-Aware Learning the Key?
by: Liang, Ruihuai, et al.
Published: (2025)
by: Liang, Ruihuai, et al.
Published: (2025)
AI-Empowered Channel Generation for IoV Semantic Communications in Dynamic Conditions
by: Liu, Hao, et al.
Published: (2025)
by: Liu, Hao, et al.
Published: (2025)
Computation Offloading for Multi-server Multi-access Edge Vehicular Networks: A DDQN-based Method
by: Wang, Siyu, et al.
Published: (2024)
by: Wang, Siyu, et al.
Published: (2024)
Computation Pre-Offloading for MEC-Enabled Vehicular Networks via Trajectory Prediction
by: Zhang, Ting, et al.
Published: (2024)
by: Zhang, Ting, et al.
Published: (2024)
Multi-hop RIS-aided Learning Model Sharing for Urban Air Mobility
by: Xiong, Kai, et al.
Published: (2024)
by: Xiong, Kai, et al.
Published: (2024)
Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution
by: Yang, Wanting, et al.
Published: (2024)
by: Yang, Wanting, et al.
Published: (2024)
Manifold-Based Optimizations for RIS-Aided Massive MIMO Systems
by: Junior, Wilson de Souza, et al.
Published: (2024)
by: Junior, Wilson de Souza, et al.
Published: (2024)
Diffusion-Model-enhanced Multiobjective Optimization for Improving Forest Monitoring Efficiency in UAV-enabled Internet-of-Things
by: Pan, Hongyang, et al.
Published: (2025)
by: Pan, Hongyang, et al.
Published: (2025)
Rethinking Generative Semantic Communication for Multi-User Systems with Large Language Models
by: Yang, Wanting, et al.
Published: (2024)
by: Yang, Wanting, et al.
Published: (2024)
How Small Can 6G Reason? Scaling Tiny Language Models for AI-Native Networks
by: Ferrag, Mohamed Amine, et al.
Published: (2026)
by: Ferrag, Mohamed Amine, et al.
Published: (2026)
Graph-Aware Temporal Encoder Based Service Migration and Resource Allocation in Satellite Networks
by: Wang, Haotong, et al.
Published: (2025)
by: Wang, Haotong, et al.
Published: (2025)
6G-Bench: An Open Benchmark for Semantic Communication and Network-Level Reasoning with Foundation Models in AI-Native 6G Networks
by: Ferrag, Mohamed Amine, et al.
Published: (2026)
by: Ferrag, Mohamed Amine, et al.
Published: (2026)
Generative AI-Enhanced Multi-Modal Semantic Communication in Internet of Vehicles: System Design and Methodologies
by: Lu, Jiayi, et al.
Published: (2024)
by: Lu, Jiayi, et al.
Published: (2024)
6G Needs Agents: Toward Agentic AI-Native Networks for Autonomous Intelligence
by: Ferrag, Mohamed Amine, et al.
Published: (2026)
by: Ferrag, Mohamed Amine, et al.
Published: (2026)
Agentic AI for 6G: A New Paradigm for Autonomous RAN Security Compliance
by: Chatzimiltis, Sotiris, et al.
Published: (2025)
by: Chatzimiltis, Sotiris, et al.
Published: (2025)
LLM Agent Communication Protocol (LACP) Requires Urgent Standardization: A Telecom-Inspired Protocol is Necessary
by: Li, Xin, et al.
Published: (2025)
by: Li, Xin, et al.
Published: (2025)
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning
by: Rezazadeh, Farhad, et al.
Published: (2025)
by: Rezazadeh, Farhad, et al.
Published: (2025)
Joint Resource Estimation and Trajectory Optimization for eVTOL-involved CR network: A Monte Carlo Tree Search-based Approach
by: Xiong, Kai, et al.
Published: (2025)
by: Xiong, Kai, et al.
Published: (2025)
Rivaling Transformers: Multi-Scale Structured State-Space Mixtures for Agentic 6G O-RAN
by: Rezazadeh, Farhad, et al.
Published: (2025)
by: Rezazadeh, Farhad, et al.
Published: (2025)
A Comprehensive Tutorial and Survey of O-RAN: Exploring Slicing-aware Architecture, Deployment Options, Use Cases, and Challenges
by: Alam, Khurshid, et al.
Published: (2024)
by: Alam, Khurshid, et al.
Published: (2024)
A Tutorial on Cognitive Biases in Agentic AI-Driven 6G Autonomous Networks
by: Chergui, Hatim, et al.
Published: (2025)
by: Chergui, Hatim, et al.
Published: (2025)
Agent-driven Generative Semantic Communication with Cross-Modality and Prediction
by: Yang, Wanting, et al.
Published: (2024)
by: Yang, Wanting, et al.
Published: (2024)
Advanced Architectures Integrated with Agentic AI for Next-Generation Wireless Networks
by: Dev, Kapal, et al.
Published: (2025)
by: Dev, Kapal, et al.
Published: (2025)
Diffusion-based Dynamic Contract for Federated AI Agent Construction in Mobile Metaverses
by: Wen, Jinbo, et al.
Published: (2025)
by: Wen, Jinbo, et al.
Published: (2025)
Leveraging Fine-Tuned Retrieval-Augmented Generation with Long-Context Support: For 3GPP Standards
by: Erak, Omar, et al.
Published: (2024)
by: Erak, Omar, et al.
Published: (2024)
Network Slice-based Low-Altitude Intelligent Network for Advanced Air Mobility
by: Xiong, Kai, et al.
Published: (2025)
by: Xiong, Kai, et al.
Published: (2025)
RIS-Assisted Downlink Pinching-Antenna Systems: GNN-Enabled Optimization Approaches
by: He, Changpeng, et al.
Published: (2025)
by: He, Changpeng, et al.
Published: (2025)
Joint Optimization of STAR-RIS Assisted SWIPT Communication Systems
by: Yang, Junlong
Published: (2024)
by: Yang, Junlong
Published: (2024)
Multi-User Generative Semantic Communication with Intent-Aware Semantic-Splitting Multiple Access
by: Lu, Jiayi, et al.
Published: (2025)
by: Lu, Jiayi, et al.
Published: (2025)
Blockchains for Internet of Things: Fundamentals, Applications, and Challenges
by: Wu, Yusen, et al.
Published: (2024)
by: Wu, Yusen, et al.
Published: (2024)
Similar Items
-
3D Gaussian Radiation Field Modeling for Integrated RIS-FAS Systems: Analysis and Optimization
by: Wang, Kaining, et al.
Published: (2025) -
DiffSG: A Generative Solver for Network Optimization with Diffusion Model
by: Liang, Ruihuai, et al.
Published: (2024) -
Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion
by: Xue, Yifan, et al.
Published: (2025) -
GDSG: Graph Diffusion-based Solution Generator for Optimization Problems in MEC Networks
by: Liang, Ruihuai, et al.
Published: (2024) -
Trajectory-Aware Multi-RIS Activation and Configuration: A Riemannian Diffusion Method
by: Wang, Kaining, et al.
Published: (2026)