Copertina

DiffSG: A Generative Solver for Network Optimization with Diffusion Model

Fuente: arXiv

Salvato in:

Dettagli Bibliografici
Autori principali:	Liang, Ruihuai, Yang, Bo, Yu, Zhiwen, Guo, Bin, Cao, Xuelin, Debbah, Mérouane, Poor, H. Vincent, Yuen, Chau
Natura:	Preprint
Pubblicazione:	2024
Soggetti:	Networking and Internet Architecture Machine Learning
Accesso online:	Acceder al recurso
Tags:	Aggiungi Tag Nessun Tag, puoi essere il primo ad aggiungerne!!

Documenti analoghi

GDSG: Graph Diffusion-based Solution Generator for Optimization Problems in MEC Networks
di: Liang, Ruihuai, et al.
Pubblicazione: (2024)

Cross-Problem Solving for Network Optimization: Is Problem-Aware Learning the Key?
di: Liang, Ruihuai, et al.
Pubblicazione: (2025)

Diffusion Models as Network Optimizers: Explorations and Analysis
di: Liang, Ruihuai, et al.
Pubblicazione: (2024)

Joint Task Offloading and Resource Allocation in Low-Altitude MEC via Graph Attention Diffusion
di: Xue, Yifan, et al.
Pubblicazione: (2025)

Frontiers of Generative AI for Network Optimization: Theories, Limits, and Visions
di: Yang, Bo, et al.
Pubblicazione: (2025)

Optimization for Massive 3D-RIS Deployment: A Generative Diffusion Model-Based Approach
di: Wang, Kaining, et al.
Pubblicazione: (2025)

3D Gaussian Radiation Field Modeling for Integrated RIS-FAS Systems: Analysis and Optimization
di: Wang, Kaining, et al.
Pubblicazione: (2025)

Trajectory-Aware Multi-RIS Activation and Configuration: A Riemannian Diffusion Method
di: Wang, Kaining, et al.
Pubblicazione: (2026)

Computation Offloading for Multi-server Multi-access Edge Vehicular Networks: A DDQN-based Method
di: Wang, Siyu, et al.
Pubblicazione: (2024)

Computation Pre-Offloading for MEC-Enabled Vehicular Networks via Trajectory Prediction
di: Zhang, Ting, et al.
Pubblicazione: (2024)

AI-Empowered Channel Generation for IoV Semantic Communications in Dynamic Conditions
di: Liu, Hao, et al.
Pubblicazione: (2025)

AI-Empowered Multiple Access for 6G: A Survey of Spectrum Sensing, Protocol Designs, and Optimizations
di: Cao, Xuelin, et al.
Pubblicazione: (2024)

Interference Propagation Analysis for Large-Scale Multi-RIS-Empowered Wireless Communications:An Epidemiological Perspective
di: Wang, Kaining, et al.
Pubblicazione: (2026)

Diffusion-Model-enhanced Multiobjective Optimization for Improving Forest Monitoring Efficiency in UAV-enabled Internet-of-Things
di: Pan, Hongyang, et al.
Pubblicazione: (2025)

Dynamical ON-OFF Control with Trajectory Prediction for Multi-RIS Wireless Networks
di: Wang, Kaining, et al.
Pubblicazione: (2025)

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution
di: Yang, Wanting, et al.
Pubblicazione: (2024)

6G-Bench: An Open Benchmark for Semantic Communication and Network-Level Reasoning with Foundation Models in AI-Native 6G Networks
di: Ferrag, Mohamed Amine, et al.
Pubblicazione: (2026)

6G Needs Agents: Toward Agentic AI-Native Networks for Autonomous Intelligence
di: Ferrag, Mohamed Amine, et al.
Pubblicazione: (2026)

How Small Can 6G Reason? Scaling Tiny Language Models for AI-Native Networks
di: Ferrag, Mohamed Amine, et al.
Pubblicazione: (2026)

Advanced Architectures Integrated with Agentic AI for Next-Generation Wireless Networks
di: Dev, Kapal, et al.
Pubblicazione: (2025)

A Tutorial on Cognitive Biases in Agentic AI-Driven 6G Autonomous Networks
di: Chergui, Hatim, et al.
Pubblicazione: (2025)

Graph-Aware Temporal Encoder Based Service Migration and Resource Allocation in Satellite Networks
di: Wang, Haotong, et al.
Pubblicazione: (2025)

Network Slice-based Low-Altitude Intelligent Network for Advanced Air Mobility
di: Xiong, Kai, et al.
Pubblicazione: (2025)

Agentic AI for 6G: A New Paradigm for Autonomous RAN Security Compliance
di: Chatzimiltis, Sotiris, et al.
Pubblicazione: (2025)

Rethinking Generative Semantic Communication for Multi-User Systems with Large Language Models
di: Yang, Wanting, et al.
Pubblicazione: (2024)

Generative AI-Enhanced Multi-Modal Semantic Communication in Internet of Vehicles: System Design and Methodologies
di: Lu, Jiayi, et al.
Pubblicazione: (2024)

LLM Agent Communication Protocol (LACP) Requires Urgent Standardization: A Telecom-Inspired Protocol is Necessary
di: Li, Xin, et al.
Pubblicazione: (2025)

Rivaling Transformers: Multi-Scale Structured State-Space Mixtures for Agentic 6G O-RAN
di: Rezazadeh, Farhad, et al.
Pubblicazione: (2025)

Integration of Agentic AI with 6G Networks for Mission-Critical Applications: Use-case and Challenges
di: Khowaja, Sunder Ali, et al.
Pubblicazione: (2025)

Resilience of Mega-Satellite Constellations: How Node Failures Impact Inter-Satellite Networking Over Time?
di: Guo, Binquan, et al.
Pubblicazione: (2025)

TeleOracle: Fine-Tuned Retrieval-Augmented Generation with Long-Context Support for Network
di: Alabbasi, Nouf, et al.
Pubblicazione: (2024)

Deep Reinforcement Learning Based Block Coordinate Descent for Downlink Weighted Sum-rate Maximization on AI-Native Wireless Networks
di: Chen, Siya, et al.
Pubblicazione: (2026)

Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning
di: Rezazadeh, Farhad, et al.
Pubblicazione: (2025)

Agent-driven Generative Semantic Communication with Cross-Modality and Prediction
di: Yang, Wanting, et al.
Pubblicazione: (2024)

Data-Driven Random Access Optimization in Multi-Cell IoT Networks with NOMA
di: Khairy, Sami, et al.
Pubblicazione: (2021)

Blockchains for Internet of Things: Fundamentals, Applications, and Challenges
di: Wu, Yusen, et al.
Pubblicazione: (2024)

Hermes: A Large Language Model Framework on the Journey to Autonomous Networks
di: Ayed, Fadhel, et al.
Pubblicazione: (2024)

Interactive AI with Retrieval-Augmented Generation for Next Generation Networking
di: Zhang, Ruichen, et al.
Pubblicazione: (2024)

Large Language Model (LLM)-enabled Graphs in Dynamic Networking
di: Sun, Geng, et al.
Pubblicazione: (2024)

DiffLoc: Diffusion Model-Based High-Precision Positioning for 6G Networks
di: Lee, Taekyun, et al.
Pubblicazione: (2025)