Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T20:42:45.756517Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 0 inbound Pith citation observations for arXiv:2509.08400.
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 2026-08-04T20:42:45.756517Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
62 of 62 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e1846659-90a2-4fc4-bb73-84986dc107e6 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Attention is all you need,
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98b51d1d-6141-40f2-9791-37439eca3d0e · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 859b21b4-4c9b-4a0d-89ee-bc366e4d32a4 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution The Rise and Potential of Large Language Model Based Agents: A Survey
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1c83621f-151b-4abb-8729-2949a1477afd · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution In- dustrial applications of large language models,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f03bf4d2-d38f-4bce-b0b3-a5e6ac7269fb · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Characterization of Large Language Model Development in the Datacenter
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ee8ddb6-a0fc-447f-b0a6-4245370a2c84 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Unleashing the power of edge-cloud generative ai in mobile networks: A survey of aigc services,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e59fcf35-b4cd-48b5-86ca-c5b25e501082 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Unresolved cited work
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7b1b839d-020c-4dbb-9484-c43b5f5baa1c · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Alto,Building LLM Powered Applications: Create intelligent apps and agents with large language models
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation cfd3e0b2-ec07-464a-b6b4-6c430bebeb3b · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Exploring deepseek: A survey on advances, applications, challenges and future directions,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1e89a3a9-03aa-4930-815d-faeea2e17b38 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Evaluating modern gpu interconnect: Pcie, nvlink, nv- sli, nvswitch and gpudirect,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 8ace65b7-b20e-422b-80d1-b220cf106300 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Applications of distributed machine learning for the internet-of-things: A comprehensive survey,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 54356927-c216-41e9-ba77-7ebba5cff8e7 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Federated learning for en- hanced cybersecurity and trustworthiness in 5G and 6G networks: A comprehensive survey,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0da43556-d14a-415b-bccb-c7262ea98d81 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Advancing Personalized Federated Learning: Integrative Approaches with AI for Enhanced Privacy and Customization
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3891ce60-3df3-48ed-9638-53be9fb6d11d · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Beyond the cloud: Edge inference for generative large language models in wireless networks,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 79519ca8-d824-494a-b858-97ddd44880b2 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Memory-aware and context- aware multi-DNN inference on the edge,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 668281f9-3c58-4d0b-90fc-38a8482870a0 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Distributed ma- chine learning for wireless communication networks: Techniques, architectures, and applications,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 98311e8b-25db-492b-8a16-728eef9292d1 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Generative ai for the optimiza- tion of next-generation wireless networks: Basics, state-of-the-art, and open challenges,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2882a6fa-263b-4298-81f7-9244654d839a · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Inte- grating iot and 6 g: Applications of edge intelligence, challenges, and future directions,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3e84445f-6bee-499e-b08e-31e2b68c000a · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution EdgeShard: Efficient LLM Inference via Collaborative Edge Computing
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d307cc5-66be-4874-af28-5e93e7dbc4b1 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Large language models for wireless communications: From adaptation to autonomy,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c426bb4-ee8a-4893-8a19-48e0ca453c37 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Inte- grated sensing-communication-computation for edge artificial in- telligence,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 1d66943e-5b14-4622-83c9-efc41db359d8 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Split learning over wireless networks: Parallel design 7 and resource management,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 114fb6fd-5fab-4ff9-8366-30fecde55b0b · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Collaborative authentication for 6G networks: An edge intelligence based au- tonomous approach,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 6c13e5ad-37c7-474d-8b34-2c9321119884 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution What should 6g be?
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0675a6f3-3bdd-4aca-8d4b-c6e8a5f19776 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Scaling Laws for Neural Language Models
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 532d44a4-8210-45f5-b3c5-8b7d452c5992 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Language Models are Few-Shot Learners
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3accc11-56c5-4627-87a9-fea314d029bd · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution P$^2$ Law: Scaling Law for Post-Training After Model Pruning
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e04a2bab-c931-432d-ae49-0cf6a176d2d5 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Training language models to follow instructions with human feedback
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3689315c-ef78-4d20-9102-2de41336a024 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Chain-of-Thought Prompting Elicits Reasoning in Large Language Models
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06d80029-523d-43c1-af6e-a4aad1154b4a · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well?
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2100d8a-fe39-433b-9794-02ade76cb9bc · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Sabourin,Strategic Adoption of 5G Technology: New Applications and Services: New Applications and Services
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ad1f539c-6285-4ea5-8fb2-29c294b4759f · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f64a6b40-fcbe-4c1d-bd54-da380e909af5 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Guest editorial: sustainable big ai model for wireless networks,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 796805fa-f485-4fa9-ae0b-19cb841d6a81 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Edge computing in the internet of things: A 6G perspective,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 67e39742-a3d2-40df-8323-856fc2c78002 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Federated reinforcement learning- based resource allocation in D2D-enabled 6G,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f21ef041-82b0-471a-9fb7-be84257eb9e3 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Online learning algorithms for context- aware video caching in D2D edge networks,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 827afe7a-74d2-47ac-b584-7828fd4158b4 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution A review of 6g and ai convergence: Enhancing communica- tion networks with artificial intelligence,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d20e881c-d146-4f5e-b5cb-041cef913f1d · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Panda,Scalable Artificial Intelligence Systems: Cloud-Native, Edge- AI, MLOps, and Governance for Real-World Deployment
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5f996e4e-9db8-4b3e-8643-626bbd9145eb · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Artificial intelligence as a service (aiaas) for cloud, fog and the edge: State-of-the-art practices,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 37b99cb8-a432-4812-826f-a64db033f989 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution A comprehensive survey of machine learning applied to resource allocation in wireless communica- tions,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a055b7ee-f312-420e-94b4-0bff823cd283 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution When large language model agents meet 6g networks: Perception, grounding, and alignment,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 48e9473f-27a8-48fe-894a-c1bd3da9ffde · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Maintenance operations on cloud, edge, and iot environments: taxonomy, survey, and research challenges,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 79ab2301-33ef-42cc-ab15-003f7d8710c6 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Understanding 5g performance on heterogeneous computing architectures,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0d8be81d-c9c4-4638-9787-6aac9412fd8a · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution A survey on large language models for communication, network, and service management: Application insights, challenges, and future directions,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation fd868555-0a91-4d95-bfff-1cd0f5532b81 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Towards edge general intelligence via large language models: Opportunities and challenges,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5cae4786-ccbd-4b9e-869e-a917d914b6ae · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Will we run out of data? Limits of LLM scaling based on human-generated data
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 13533387-f43c-4062-88ac-c37ab185ee92 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution The role of mobile communications for industrial automation: Architecture, applications and challenges,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4a9e23f9-e157-444c-99e3-ed7891503503 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Open RAN for 6G networks: Architecture, use cases and open issues,
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8eafd282-5657-425a-8749-4dc4a1606a26 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Ioannou, P
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0f8b917e-ca90-4bb2-844f-09a538eaa33c · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Network slicing- based learning techniques for iov in 5g and beyond networks,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f388e6c0-2d7e-45fb-a46c-9d99ab23b9cf · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution CacheGen: KV Cache Compression and Streaming for Fast Large Language Model Serving
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2da37964-2a27-4c1e-9727-47526f5987d5 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution DT-Aided Resource Management in Spectrum Sharing Integrated Satellite-Terrestrial Networks
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 23f215ac-9733-44f2-a41f-1e1b588afef5 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Dynamic task offloading and resource allocation for ultra-reliable low-latency edge computing,
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 79285fc0-34ee-4c80-888f-4da8119f5bbd · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Context-aware Status Updating: Wireless Scheduling for Maximizing Situational Awareness in Safety-critical Systems
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation da6e4f3b-71e0-40a1-832e-d5f192952a52 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Hierarchical Split Federated Learning: Convergence Analysis and System Optimization
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9850a2d5-7412-4d1b-b3f3-5b8351828d1e · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Environmental Burden of United States Data Centers in the Artificial Intelligence Era
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9e5105d-be63-4d5c-9f8e-a153031146ac · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Announcing The Stargate Project,
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b003cb73-29e8-42a9-9647-35ded56a37a1 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Hairy black holes in disformal scalar-tensor gravity theories,
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ae903764-9294-49fa-8437-e7c811807039 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Leveraging energy storage to optimize data center electricity cost in emerging power markets
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 89dbd86c-6bb2-4745-a44c-3d026f16787a · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Decentralized learning over wireless networks: The effect of broadcast with random access,
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation da4010fe-d197-4fcc-8e55-72753d4fa22e · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Decentralized Learning over Wireless Networks: The Effect of Broadcast with Random Access
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5b588364-fe79-4797-a3f3-f8249bf38498 · outbound
Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Attention Is All You Need
Reference 2023
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.