Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:42:57.278547Z
Paper Citation Record · LEDGER
As of 16 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 7 inbound Pith citation observations for arXiv:2505.12247.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:42:57.278547Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T18:24:55.178142Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-18T04:30:53.194935Z
38 of 38 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 1da0ef8a-bf65-4b52-83d3-ef164631b513 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach When large language model agents meet 6G networks: Perception, grounding, and alignment,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation fff9a391-866a-4748-881c-a34eb757b2c6 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Integration of Agentic AI with 6G Networks for Mission-Critical Applications: Use-case and Challenges
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70371953-1c42-40a4-b6f1-c1d0663cbf70 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Dynamic LLM-agent network: An LLM-agent collabo- ration framework with agent team optimization,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e0e2908f-f481-4680-816f-53bb3aba91f5 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Meta-entrepreneurship: An analysis theory on integrating generative AI, agentic AI, and metaverse for entrepreneur- ship,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation b97aa271-da4d-4690-875d-1f7ec0258023 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach MasRouter: Learning to Route LLMs for Multi-Agent Systems
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf05bb04-080e-48bb-b3d8-0e2d8bab7636 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach A nested decomposition model for reliable NFV 5G network slicing,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 95474a6b-c4d5-4f02-b173-6095945dc720 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Standing on the shoulders of giants: Cross-slice federated meta learning for resource orchestration to cold-start slice,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ad0a3e0d-943f-415a-a9bf-4ba28feb6ffc · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Generative AI agents with large language model for satellite networks via a mixture of experts transmission,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37ea2f3a-ec54-41cf-bd39-07872e4794df · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Large AI model empowered multimodal semantic communications,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 28a3a376-dd26-424a-ab0e-0d2bda4967d0 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Large AI model-based semantic communications,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 491b8fad-575d-481a-ab9c-68ada9797a57 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Wirelessllm: Empowering large language models towards wireless intelligence,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2846785a-7cbb-4dea-a026-137d8dee7d04 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Uniter: Universal image-text representation learning,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 695f617a-78f0-4a56-800d-eb64ace3a17a · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach A dynamic llm-powered agent network for task-oriented agent collaboration,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation fbbb55db-e51a-4f82-8a26-e58b6e71f8ce · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Towards Agentic AI Networking in 6G: A Generative Foundation Model-as-Agent Approach
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c1e4ccf-09fd-4d6e-85dd-90dc2031c121 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Advanced architectures integrated with agentic AI for next-generation wireless networks,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3db2a61-db7e-4b6d-863c-05f918990e25 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Firewalls to Secure Dynamic LLM Agentic Networks
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 652cf7e8-0d32-4f82-8607-38978ef2ca34 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Intent-based management of next-generation networks: an llm-centric approach,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation fc42b5d8-b5c0-49c8-aa34-6587e9b9c49f · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Towards intent-based network management: Large language models for intent extraction in 5g core networks,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d4373be9-7163-424e-9258-2d6676fb1552 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Towards intent-based con- figuration for network function virtualization using in-context learning in large language models,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 52b4cdf8-7fa6-46c0-8fb1-530f33be8d98 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach GIA: LLM-enabled generative intent abstraction to enhance adaptability for intent-driven networks,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 898c5501-80ec-450b-b289-484257f0decf · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Large language models for zero touch network configuration management,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation e6e2be3d-1c97-4d7b-a711-a3d5bab2e439 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Llm-based policy generation for intent-based management of applications,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation a5703c2b-c8c6-494f-b700-eb1a9dc4cd0f · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach LLM-based intent processing and network opti- mization using attention-based hierarchical reinforcement learning,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c059a976-cb71-4ae8-b418-d3e8e093f514 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach A survey on intelligent network operations and perfor- mance optimization based on large language models,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4489efd4-a562-41ad-b328-9de762435a03 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Large language model (LLM) for telecommunications: A comprehensive survey on principles, key techniques, and opportuni- ties,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 4932d2bb-647d-4527-b527-e23af6a617ad · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Large language model-based wireless network design,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d588f04f-04f7-4080-91f5-8894054918ec · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach LLM-Empowered Resource Allocation in Wireless Communications Systems
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1913b01b-9447-4019-9428-e66a48639f20 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Large Language Model (LLM)-enabled In-context Learning for Wireless Network Optimization: A Case Study of Power Control
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59334568-6a08-4f91-ac65-2f7f43032dba · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Mobile-LLaMA: Instruction fine-tuning open-source LLM for network analysis in 5G networks,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 7ff9a135-40d6-4d6f-bc2f-78fc0857f601 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Large language models for networking: Applications, enabling techniques, and challenges,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 883bd5cb-14f8-498a-959b-8e6017b15850 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Energy efficiency maximization in RIS-assisted SWIPT networks with RSMA: A PPO-based approach,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ffb28829-9a6e-486c-be1e-6bf5637b3640 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Training compute-optimal large language models,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 2bb1b819-3e27-40e6-a559-98b3a580c00d · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach New exact closed-form PDF of the sum of Nakagami-m random variables with applications,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 3c7306ef-f449-428e-b151-21f4d06140b5 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach An M/G/1 queue with second optional service and server breakdowns,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation db112c04-384f-44b1-ac8d-047bcc681e73 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Attention-aware resource allocation and QoE analysis for metaverse xURLLC services,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 13595288-f8ad-4c52-9105-8dd3e3006940 · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Sentence-BERT: Sentence embeddings using siamese bert-networks,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation d6308680-92e3-4038-9a92-c5091942359e · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach Direct preference optimization: Your language model is secretly a reward model,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation ff072e99-8850-4a9f-b189-03b742cb0e5e · outbound
LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach G-MLP: Graph multi-layer perceptron for node classi- fication using contrastive learning,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 09daa8c1-9ec1-4f02-9011-fa461c45b3e4 · inbound
Recovery of UAV Swarm-enabled Collaborative Beamforming in Low-altitude Wireless Networks under Wind Field Disturbances LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ad22eb48-7317-402e-a93f-44cb779558f2 · inbound
Toward Edge General Intelligence with Agentic AI and Agentification: Concepts, Technologies, and Future Directions LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach
Reference 243
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5ae5beac-4b31-46af-a9fb-63b4ed7f14a3 · inbound
Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach
Reference 157
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 918efa22-2e2f-423c-8436-e3d7727efb1c · inbound
AI Reasoning for Wireless Communications and Networking: A Survey and Perspectives LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c57dd92-7a2f-464d-bbcc-7f781963ad4e · inbound
A Tutorial on Cognitive Biases in Agentic AI-Driven 6G Autonomous Networks LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation c661cdec-fb5d-4aa0-a707-c7ef3b3825b0 · inbound
Generative Intent Prediction Agentic AI empowered Edge Service Function Chain Orchestration LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation 6f1bff10-d13f-4ca4-beb3-84bfcbaa8d7a · inbound
Secure Intellicise Wireless Network: Agentic AI for Coverless Semantic Steganography Communication LAMeTA: Intent-Aware Agentic Network Optimization via a Large AI Model-Empowered Two-Stage Approach
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.