Cover Image

Towards Cloud-Native Agentic Protocol Learning for Conflict-Free 6G: A Case Study on Inter-Slice Resource Allocation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Camargo, Juan Sebastián, Rezazadeh, Farhad, Chergui, Hatim, Siddiqui, Shuaib, Liu, Lingjia
Format:	Preprint
Published:	2025
Subjects:	Networking and Internet Architecture
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Intelligible Protocol Learning for Resource Allocation in 6G O-RAN Slicing
by: Rezazadeh, Farhad, et al.
Published: (2023)

Joint Explainability and Sensitivity-Aware Federated Deep Learning for Transparent 6G RAN Slicing
by: Roy, Swastika, et al.
Published: (2023)

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

Toward Explainable Reasoning in 6G: A Proof of Concept Study on Radio Resource Allocation
by: Rezazadeh, Farhad, et al.
Published: (2024)

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

An Experimental Reservoir-Augmented Foundation Model: 6G O-RAN Case Study
by: Rezazadeh, Farhad, et al.
Published: (2025)

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

LLM-Based Agentic Negotiation for 6G: Addressing Uncertainty Neglect and Tail-Event Risk
by: Chergui, Hatim, et al.
Published: (2025)

LiQSS: Post-Transformer Linear Quantum-Inspired State-Space Tensor Networks for Real-Time 6G
by: Rezazadeh, Farhad, et al.
Published: (2026)

Towards Bridging the FL Performance-Explainability Trade-Off: A Trustworthy 6G RAN Slicing Use-Case
by: Roy, Swastika, et al.
Published: (2023)

Explanation-Guided Fair Federated Learning for Transparent 6G RAN Slicing
by: Roy, Swastika, et al.
Published: (2023)

Explainable AI in 6G O-RAN: A Tutorial and Survey on Architecture, Use Cases, Challenges, and Future Research
by: Brik, Bouziane, et al.
Published: (2023)

A Mathematical Introduction to Deep Reinforcement Learning for 5G/6G Applications
by: Rezazadeh, Farhad
Published: (2024)

Toward Generative 6G Simulation: An Experimental Multi-Agent LLM and ns-3 Integration
by: Rezazadeh, Farhad, et al.
Published: (2025)

Federated Machine Reasoning for Resource Provisioning in 6G O-RAN
by: Roy, Swastika, et al.
Published: (2024)

Toward an Unbiased Collective Memory for Efficient LLM-Based Agentic 6G Cross-Domain Management
by: Chergui, Hatim, et al.
Published: (2025)

GenOnet: Generative Open xG Network Simulation with Multi-Agent LLM and ns-3
by: Rezazadeh, Farhad, et al.
Published: (2024)

Digital Co-Founders: Transforming Imagination into Viable Solo Business via Agentic AI
by: Rezazadeh, Farhad, et al.
Published: (2025)

Toward Scalable VR-Cloud Gaming: An Attention-aware Adaptive Resource Allocation Framework for 6G Networks
by: Almeida, Gabriel, et al.
Published: (2025)

DORA: Dynamic O-RAN Resource Allocation for Multi-Slice 5G Networks
by: Dorcheh, Alireza Ebrahimi, et al.
Published: (2025)

A Framework for AI-Native Semantic-Based Dynamic Slicing for 6G Networks
by: Chowdhury, Mayukh Roy, et al.
Published: (2025)

Data-driven Online Slice Admission Control and Resource Allocation for 5G and Beyond Networks
by: Sulaiman, Muhammad, et al.
Published: (2025)

Towards 6G Network Slicing
by: Moreira, Rodrigo, et al.
Published: (2024)

DRASTIC: A Dynamic Resource Allocation Framework over 6G Network Slicing in Task-aware Closed-Loop Tactile Internet Applications
by: Golmohammadi, Narges, et al.
Published: (2026)

HyRA: A Hybrid Resource Allocation Framework for RAN Slicing
by: Zangooei, Mohammad, et al.
Published: (2026)

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

Hierarchical Decision Mamba Meets Agentic AI: A Novel Approach for RAN Slicing in 6G
by: Habib, Md Arafat, et al.
Published: (2025)

Toward Native ISAC Support in O-RAN Architectures for 6G
by: Baena, Eduardo, et al.
Published: (2026)

Sovereign AI for 6G: Towards the Future of AI-Native Networks
by: Chetty, Swarna Bindu, et al.
Published: (2025)

Revolutionizing Future Connectivity: A Contemporary Survey on AI-empowered Satellite-based Non-Terrestrial Networks in 6G
by: Mahboob, Shadab, et al.
Published: (2023)

Discovery of 6G Services and Resources in Edge-Cloud-Continuum
by: Farhoudi, Mohammad, et al.
Published: (2024)

The Interplay of AI-and-RAN: Dynamic Resource Allocation for Converged 6G Platform
by: Shah, Syed Danial Ali, et al.
Published: (2025)

An Agentic AI Control Plane for 6G Network Slice Orchestration, Monitoring, and Trading
by: Bandara, Eranga, et al.
Published: (2026)

SlicePilot: Demystifying Network Slice Placement in Heterogeneous Cloud Infrastructures
by: Panitsas, Ioannis, et al.
Published: (2025)

Deep Reinforcement Learning-Based RAN Slicing with Efficient Inter-Slice Isolation in Tactical Wireless Networks
by: Filali, Abderrahime, et al.
Published: (2025)

SliceMapper: Intelligent Mapping of O-CU and O-DU onto O-Cloud Sites in 6G O-RAN
by: Habibi, Mohammad Asif, et al.
Published: (2026)

Towards Resilient 6G O-RAN: An Energy-Efficient URLLC Resource Allocation Framework
by: Sohaib, Rana M., et al.
Published: (2024)

Deterministic Task Offloading and Resource Allocation in the IoT-Edge-Cloud Continuum
by: Aghababaiyan, Keyvan, et al.
Published: (2026)

A Study on 5G Network Slice Isolation Based on Native Cloud and Edge Computing Tools
by: Andrade, Maiko, et al.
Published: (2025)

Joint User Association and Resource Allocation for Tailored QoS Provisioning in 6G HetNets
by: Fu, Yongqin, et al.
Published: (2024)