Cover Image

Enhancing Deep Reinforcement Learning: A Tutorial on Generative Diffusion Models in Network Optimization

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Du, Hongyang, Zhang, Ruichen, Liu, Yinqiu, Wang, Jiacheng, Lin, Yijing, Li, Zonghang, Niyato, Dusit, Kang, Jiawen, Xiong, Zehui, Cui, Shuguang, Ai, Bo, Zhou, Haibo, Kim, Dong In
Format:	Preprint
Published:	2023
Subjects:	Networking and Internet Architecture Signal Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Context-Aware Semantic Communication for the Wireless Networks
by: Liu, Guangyuan, et al.
Published: (2025)

Mixture of Experts for Network Optimization: A Large Language Model-enabled Approach
by: Du, Hongyang, et al.
Published: (2024)

Reinforcement Learning With LLMs Interaction For Distributed Diffusion Model Services
by: Du, Hongyang, et al.
Published: (2023)

Defining Problem from Solutions: Inverse Reinforcement Learning (IRL) and Its Applications for Next-Generation Networking
by: Liu, Yinqiu, et al.
Published: (2024)

Generative AI for Space-Air-Ground Integrated Networks
by: Zhang, Ruichen, et al.
Published: (2023)

Mixture of Experts for Decentralized Generative AI and Reinforcement Learning in Wireless Networks: A Comprehensive Survey
by: Xu, Yunting, et al.
Published: (2025)

Adaptive Contextual Caching for Mobile Edge Large Language Model Service
by: Liu, Guangyuan, et al.
Published: (2025)

Empowering Wireless Networks with Artificial Intelligence Generated Graph
by: Wang, Jiacheng, et al.
Published: (2024)

Generative AI in Data Center Networking: Fundamentals, Perspectives, and Case Study
by: Liu, Yinqiu, et al.
Published: (2024)

ProSecutor: Protecting Mobile AIGC Services on Two-Layer Blockchain via Reputation and Contract Theoretic Approaches
by: Liu, Yinqiu, et al.
Published: (2024)

Generative AI Agents with Large Language Model for Satellite Networks via a Mixture of Experts Transmission
by: Zhang, Ruichen, et al.
Published: (2024)

Hierarchical Micro-Segmentations for Zero-Trust Services via Large Language Model (LLM)-enhanced Graph Diffusion
by: Liu, Yinqiu, et al.
Published: (2024)

Tutorial on Large Language Model-Enhanced Reinforcement Learning for Wireless Networks
by: Cai, Lingyi, et al.
Published: (2025)

When Graph Meets Retrieval Augmented Generation for Wireless Networks: A Tutorial and Case Study
by: Xiong, Yang, et al.
Published: (2024)

Optimizing Generative AI Networking: A Dual Perspective with Multi-Agent Systems and Mixture of Experts
by: Zhang, Ruichen, et al.
Published: (2024)

LLM-guided DRL for Multi-tier LEO Satellite Networks with Hybrid FSO/RF Links
by: Li, Jiahui, et al.
Published: (2025)

Cached Model-as-a-Resource: Provisioning Large Language Model Agents for Edge Intelligence in Space-air-ground Integrated Networks
by: Xu, Minrui, et al.
Published: (2024)

Large Language Model (LLM)-enabled Reinforcement Learning for Wireless Network Optimization
by: Zheng, Jie, et al.
Published: (2026)

Cross-Modal Generative Semantic Communications for Mobile AIGC: Joint Semantic Encoding and Prompt Engineering
by: Liu, Yinqiu, et al.
Published: (2024)

Hallucination-aware Optimization for Large Language Model-empowered Communications
by: Liu, Yinqiu, et al.
Published: (2024)

Wireless Agentic AI with Retrieval-Augmented Multimodal Semantic Perception
by: Liu, Guangyuan, et al.
Published: (2025)

Generative AI for Advanced UAV Networking
by: Sun, Geng, et al.
Published: (2024)

Toward Scalable Generative AI via Mixture of Experts in Mobile Edge Networks
by: Wang, Jiacheng, et al.
Published: (2024)

Multi-objective Aerial Collaborative Secure Communication Optimization via Generative Diffusion Model-enabled Deep Reinforcement Learning
by: Zhang, Chuang, et al.
Published: (2024)

Large Language Model Empowered Next-Generation MIMO Networks: Fundamentals, Challenges, and Visions
by: Wang, Zhe, et al.
Published: (2024)

Joint Model Caching and Resource Allocation in Generative AI-Enabled Wireless Edge Networks
by: Liu, Zhang, et al.
Published: (2024)

Generative AI for Energy Harvesting Internet of Things Network: Fundamental, Applications, and Opportunities
by: Xie, Wenwen, et al.
Published: (2024)

Generative AI-enabled Quantum Computing Networks and Intelligent Resource Allocation
by: Xu, Minrui, et al.
Published: (2024)

Energy Efficient Trajectory Control and Resource Allocation in Multi-UAV-assisted MEC via Deep Reinforcement Learning
by: Liu, Saichao, et al.
Published: (2025)

Online Collaborative Resource Allocation and Task Offloading for Multi-access Edge Computing
by: Sun, Geng, et al.
Published: (2025)

Intelligent Mobile AI-Generated Content Services via Interactive Prompt Engineering and Dynamic Service Provisioning
by: Liu, Yinqiu, et al.
Published: (2025)

Secure Multi-LLM Agentic AI and Agentification for Edge General Intelligence by Zero-Trust: A Survey
by: Liu, Yinqiu, et al.
Published: (2025)

Compact LLM Deployment and World Model Assisted Offloading in Mobile Edge Computing
by: Zhang, Ruichen, et al.
Published: (2026)

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

LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach
by: Liu, Yinqiu, et al.
Published: (2025)

Fusion of Mixture of Experts and Generative Artificial Intelligence in Mobile Edge Metaverse
by: Liu, Guangyuan, et al.
Published: (2024)

Semantic Communications for Artificial Intelligence Generated Content (AIGC) Toward Effective Content Creation
by: Liu, Guangyuan, et al.
Published: (2023)

Embodied AI-empowered Low Altitude Economy: Integrated Sensing, Communications, Computation, and Control (ISC3)
by: Yang, Yaoqi, et al.
Published: (2024)

Multi-objective Low-altitude IRS-assisted ISAC Optimization via Generative AI-enhanced Deep Reinforcement Learning
by: Xie, Wenwen, et al.
Published: (2025)

Satellite-Assisted Low-Altitude Economy Networking: Concepts, Applications, and Opportunities
by: He, Shizhao, et al.
Published: (2025)