# Agentic AI for wireless networks

Area: [LLM agents and tool use](https://mlsanity.com/agents/index.md). HTML: https://mlsanity.com/agents/agentic-ai-for-wireless-networks/

## Key facts

- Agentic AI for wireless networks: 118 papers on arXiv since 2022 (data through 14 Oct 2026).
- 13 of its 118 mapped papers (11%) cite “AgentRAN: An Agentic AI Architecture for Autonomous Control of Open 6G Networks” (2025, arXiv 2508.17778).
- 12 of its 118 mapped papers (10%) cite “When Large Language Model Agents Meet 6G Networks: Perception, Grounding, and Alignment” (2024, arXiv 2401.07764).
- 18 new papers 17 Sep–14 Oct.

## Most cited here

- [AgentRAN: An Agentic AI Architecture for Autonomous Control of Open 6G Networks](https://mlsanity.com/paper/2508.17778/) (2025), cited by 13 papers here
- [When Large Language Model Agents Meet 6G Networks: Perception, Grounding, and Alignment](https://mlsanity.com/paper/2401.07764/) (2024), cited by 12 papers here
- [WirelessAgent: Large Language Model Agents for Intelligent Wireless Networks](https://mlsanity.com/paper/2409.07964/) (2024), cited by 10 papers here
- [Large Language Model Enhanced Multi-Agent Systems for 6G Communications](https://mlsanity.com/paper/2312.07850/) (2023), cited by 9 papers here
- [Towards Agentic AI Networking in 6G: A Generative Foundation Model-as-Agent Approach](https://mlsanity.com/paper/2503.15764/) (2025), cited by 9 papers here
- [From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications](https://mlsanity.com/paper/2505.22311/) (2025), cited by 9 papers here
- [Symbiotic Agents: A Novel Paradigm for Trustworthy AGI-driven Networks](https://mlsanity.com/paper/2507.17695/) (2025), cited by 5 papers here
- [MX-AI: Agentic Observability and Control Platform for Open and AI-RAN](https://mlsanity.com/paper/2508.09197/) (2025), cited by 5 papers here
- [ComAgent: Multi-LLM based Agentic AI Empowered Intelligent Wireless Networks](https://mlsanity.com/paper/2601.19607/) (2026), cited by 5 papers here
- [Agentic AI Empowered Intent-Based Networking for 6G](https://mlsanity.com/paper/2601.06640/) (2026), cited by 4 papers here

## New (17 Sep–14 Oct)

- [ixi-sLM: On-Device sLM for AI Call Agent Service](https://mlsanity.com/paper/2610.19382/) (2026-10-14)
- [SchemaWeaver: Accelerating On-Device Mobile Agentic AI via Schema-Guided Parallel LLM Decoding](https://mlsanity.com/paper/2610.17436/) (2026-10-12)
- [When LLM Agents See a Conflict but Still Proceed: Cross-Domain Dependencies in Network Slicing](https://mlsanity.com/paper/2610.17118/) (2026-10-12)
- [Swarm Telepathy: Prefill-Free KV-Cache Transfer Across Families](https://mlsanity.com/paper/2610.15095/) (2026-10-10)
- [PEAM: On-device Communication Agent for Personalized, Efficient and Autonomous Mobile Network Configuration](https://mlsanity.com/paper/2610.14855/) (2026-10-10)
- [RFChipAgent: Multi-Agentic AI Flow for Analog/RF Chip Design](https://mlsanity.com/paper/2610.10858/) (2026-10-07)
- [Agentic Semantic Sensing for Resource-Adaptive AI-RAN](https://mlsanity.com/paper/2610.07829/) (2026-10-06)
- [Foundation Model-Aided Multi-Agent Reinforcement Learning for Wireless Random Access Network Optimization](https://mlsanity.com/paper/2610.07550/) (2026-10-06)
- [Managing Context and Communication in Distributed Agentic UAV Swarms](https://mlsanity.com/paper/2610.01569/) (2026-10-01)
- [AIMS: An Agentic AI Framework for Sim-to-Real Multi-Modal ISAC](https://mlsanity.com/paper/2609.39964/) (2026-10-01)
- [PANDA: A Decentralized Architecture with Flexible Orchestration for Scalable, Fault-Tolerant Multi-Agent Systems](https://mlsanity.com/paper/2609.38482/) (2026-09-29)
- [Toward Agentic Optical Networks: A Vision of LLM Agent-Driven Autonomous Lifecycle Management](https://mlsanity.com/paper/2609.32226/) (2026-09-26)
- [CSI-Agent: LLM-Assisted Few-Shot Adaptation for Cross-Domain Wi-Fi CSI Sensing](https://mlsanity.com/paper/2609.31990/) (2026-09-25)
- [A Governance-Aware Large Language Model Orchestrated Agentic Digital Twin for Transmission System Operator Control Room Decision Support](https://mlsanity.com/paper/2609.22476/) (2026-09-18)
- [STR-Agent: An LLM-Driven Agent for QoS-Aware Routing in LEO Satellite Networks](https://mlsanity.com/paper/2609.20347/) (2026-09-17)
- [A Proposal for an Agentic AI Architecture to Support Multi-Domain Decision-Making in the Brazilian Armed Forces](https://mlsanity.com/paper/2609.20080/) (2026-09-17)
- [Neuro-Symbolic Agentic AI for Networked Low-Altitude UAVs](https://mlsanity.com/paper/2609.19961/) (2026-09-17)
- [Agentic AI Networking for Heterogeneous Unmanned Aerial Systems in Low-Altitude Wireless Networks](https://mlsanity.com/paper/2609.19538/) (2026-09-17)