LLM-Based Agentic Negotiation for 6G: Addressing Uncertainty Neglect and Tail-Event Risk
Fuente:
arXiv
Saved in:
| Main Authors: | Chergui, Hatim, Rezazadeh, Farhad, Bennis, Mehdi, Debbah, Merouane, Verikoukis, Christos |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
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)
Joint Explainability and Sensitivity-Aware Federated Deep Learning for Transparent 6G RAN Slicing
by: Roy, Swastika, et al.
Published: (2023)
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)
by: Rezazadeh, Farhad, 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)
by: Rezazadeh, Farhad, et al.
Published: (2026)
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)
Explanation-Guided Fair Federated Learning for Transparent 6G RAN Slicing
by: Roy, Swastika, et al.
Published: (2023)
by: Roy, Swastika, et al.
Published: (2023)
Towards Bridging the FL Performance-Explainability Trade-Off: A Trustworthy 6G RAN Slicing Use-Case
by: Roy, Swastika, et al.
Published: (2023)
by: Roy, Swastika, et al.
Published: (2023)
Intelligible Protocol Learning for Resource Allocation in 6G O-RAN Slicing
by: Rezazadeh, Farhad, et al.
Published: (2023)
by: Rezazadeh, Farhad, et al.
Published: (2023)
Federated Machine Reasoning for Resource Provisioning in 6G O-RAN
by: Roy, Swastika, et al.
Published: (2024)
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)
by: Chergui, Hatim, et al.
Published: (2025)
Towards Cloud-Native Agentic Protocol Learning for Conflict-Free 6G: A Case Study on Inter-Slice Resource Allocation
by: Camargo, Juan Sebastián, et al.
Published: (2025)
by: Camargo, Juan Sebastián, 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)
by: Rezazadeh, Farhad, et al.
Published: (2024)
An Experimental Reservoir-Augmented Foundation Model: 6G O-RAN Case Study
by: Rezazadeh, Farhad, et al.
Published: (2025)
by: Rezazadeh, Farhad, et al.
Published: (2025)
A Mathematical Introduction to Deep Reinforcement Learning for 5G/6G Applications
by: Rezazadeh, Farhad
Published: (2024)
by: Rezazadeh, Farhad
Published: (2024)
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)
by: Brik, Bouziane, et al.
Published: (2023)
Reflection-Driven Self-Optimization 6G Agentic AI RAN via Simulation-in-the-Loop Workflows
by: Hu, Yunhao, et al.
Published: (2025)
by: Hu, Yunhao, et al.
Published: (2025)
Curated Collaborative AI Edge with Network Data Analytics for B5G/6G Radio Access Networks
by: Ali, Sardar Jaffar, et al.
Published: (2025)
by: Ali, Sardar Jaffar, et al.
Published: (2025)
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)
Towards Secure and Interoperable Data Spaces for 6G: The 6G-DALI Approach
by: Amaxilatis, Dimitrios, et al.
Published: (2026)
by: Amaxilatis, Dimitrios, et al.
Published: (2026)
Digital Co-Founders: Transforming Imagination into Viable Solo Business via Agentic AI
by: Rezazadeh, Farhad, et al.
Published: (2025)
by: Rezazadeh, Farhad, et al.
Published: (2025)
OpenID Connect for Agents (OIDC-A) 1.0: A Standard Extension for LLM-Based Agent Identity and Authorization
by: Nagabhushanaradhya, Subramanya
Published: (2025)
by: Nagabhushanaradhya, Subramanya
Published: (2025)
Resilient-Native and Intelligent Next-Generation Wireless Systems: Key Enablers, Foundations, and Applications
by: Bennis, Mehdi, et al.
Published: (2025)
by: Bennis, Mehdi, et al.
Published: (2025)
Energy-Efficient Intra-Domain Network Slicing for Multi-Layer Orchestration in Intelligent-Driven Distributed 6G Networks: Learning Generic Assignment Skills with Unsupervised Reinforcement Learning
by: Ghafouri, Navideh, et al.
Published: (2024)
by: Ghafouri, Navideh, et al.
Published: (2024)
Toward Generative 6G Simulation: An Experimental Multi-Agent LLM and ns-3 Integration
by: Rezazadeh, Farhad, et al.
Published: (2025)
by: Rezazadeh, Farhad, et al.
Published: (2025)
URLLC-Aware Proactive UAV Placement in Internet of Vehicles
by: Liu, Chen-Feng, et al.
Published: (2024)
by: Liu, Chen-Feng, et al.
Published: (2024)
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)
Collaborative Agentic AI Needs Interoperability Across Ecosystems
by: Sharma, Rishi, et al.
Published: (2025)
by: Sharma, Rishi, et al.
Published: (2025)
Integration of Agentic AI with 6G Networks for Mission-Critical Applications: Use-case and Challenges
by: Khowaja, Sunder Ali, et al.
Published: (2025)
by: Khowaja, Sunder Ali, et al.
Published: (2025)
Game-Theoretic and Reinforcement Learning-Based Cluster Head Selection for Energy-Efficient Wireless Sensor Network
by: Eskandarpour, Mehrshad, et al.
Published: (2025)
by: Eskandarpour, Mehrshad, et al.
Published: (2025)
BetaWeb: Towards a Blockchain-enabled Trustworthy Agentic Web
by: Guo, Zihan, et al.
Published: (2025)
by: Guo, Zihan, et al.
Published: (2025)
GenAINet: Enabling Wireless Collective Intelligence via Knowledge Transfer and Reasoning
by: Zou, Hang, et al.
Published: (2024)
by: Zou, Hang, et al.
Published: (2024)
Agentic AI for Ultra-Modern Networks: Multi-Agent Framework for RAN Autonomy and Assurance
by: Singh, Sukhdeep, et al.
Published: (2025)
by: Singh, Sukhdeep, et al.
Published: (2025)
Agentic AI-Empowered Wireless Agent Networks With Semantic-Aware Collaboration via ILAC
by: Zhao, Zhouxiang, et al.
Published: (2026)
by: Zhao, Zhouxiang, et al.
Published: (2026)
Hetero-Net: An Energy-Efficient Resource Allocation and 3D Placement in Heterogeneous LoRa Networks via Multi-Agent Optimization
by: Ahmed, Abdullahi Isa, et al.
Published: (2026)
by: Ahmed, Abdullahi Isa, et al.
Published: (2026)
SANNet: A Semantic-Aware Agentic AI Networking Framework for Multi-Agent Cross-Layer Coordination
by: Xiao, Yong, et al.
Published: (2025)
by: Xiao, Yong, et al.
Published: (2025)
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)
A Unified Cloud-Edge-Terminal Framework for Multimodal Integrated Sensing and Communication
by: Peng, Yubo, et al.
Published: (2025)
by: Peng, Yubo, et al.
Published: (2025)
A Semantic-Aware Multiple Access Scheme for Distributed, Dynamic 6G-Based Applications
by: Mazandarani, Hamidreza, et al.
Published: (2024)
by: Mazandarani, Hamidreza, et al.
Published: (2024)
Physiological Signal-Driven QoE Optimization for Wireless Virtual Reality Transmission
by: Wu, Chang, et al.
Published: (2025)
by: Wu, Chang, et al.
Published: (2025)
Similar Items
-
A Tutorial on Cognitive Biases in Agentic AI-Driven 6G Autonomous Networks
by: Chergui, Hatim, et al.
Published: (2025) -
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) -
LiQSS: Post-Transformer Linear Quantum-Inspired State-Space Tensor Networks for Real-Time 6G
by: Rezazadeh, Farhad, et al.
Published: (2026) -
Agentic World Modeling for 6G: Near-Real-Time Generative State-Space Reasoning
by: Rezazadeh, Farhad, et al.
Published: (2025)