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Paper Citation Record · LEDGER

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution

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.

pith.paper-citation-record.v1
2509.08400 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T20:42:45.756517Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

62 of 62 outbound references displayed

  • verified exact6
  • verified fuzzy36
  • unresolved19
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e1846659-90a2-4fc4-bb73-84986dc107e6 · outbound

This paper cites Attention is all you need,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Attention is all you need,

Reference 1

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no resolver link, observed 2026-08-04T20:42:45.558290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 98b51d1d-6141-40f2-9791-37439eca3d0e · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Reference 2

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no resolver link, observed 2026-08-04T20:42:45.566304Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:42:45.566304Z digest=sha256:30552bebc0cd7f890c616ab482f171baeee11062adba5a1980d06ab59d0b5334

Observation 859b21b4-4c9b-4a0d-89ee-bc366e4d32a4 · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 3

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no resolver link, observed 2026-08-04T20:42:45.570042Z

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Unavailable: canonical work link unavailable.

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Observation 1c83621f-151b-4abb-8729-2949a1477afd · outbound

This paper cites In- dustrial applications of large language models,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution In- dustrial applications of large language models,

Reference 4

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verified fuzzy
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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.

source=pdf_text observed=2026-08-04T20:42:45.573763Z digest=sha256:211508be527551c3765f38cdcc112981808026006fab192835ac4f3aac7ece36

Observation f03bf4d2-d38f-4bce-b0b3-a5e6ac7269fb · outbound

This paper cites Characterization of Large Language Model Development in the Datacenter.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Characterization of Large Language Model Development in the Datacenter

Reference 5

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no resolver link, observed 2026-08-04T20:42:45.577654Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:42:45.577654Z digest=sha256:7ff4d367ad0d58ae5f1f56e4268a774f8446002e99f16814169a7b00f3783549

Observation 3ee8ddb6-a0fc-447f-b0a6-4245370a2c84 · outbound

This paper cites Unleashing the power of edge-cloud generative ai in mobile networks: A survey of aigc services,.

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

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verified fuzzy
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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.

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Observation e59fcf35-b4cd-48b5-86ca-c5b25e501082 · outbound

This paper cites an unresolved cited work.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Unresolved cited work

Reference 7

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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.

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Observation 7b1b839d-020c-4dbb-9484-c43b5f5baa1c · outbound

This paper cites Alto,Building LLM Powered Applications: Create intelligent apps and agents with large language models.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Alto,Building LLM Powered Applications: Create intelligent apps and agents with large language models

Reference 8

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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.

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Observation cfd3e0b2-ec07-464a-b6b4-6c430bebeb3b · outbound

This paper cites Exploring deepseek: A survey on advances, applications, challenges and future directions,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Exploring deepseek: A survey on advances, applications, challenges and future directions,

Reference 9

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verified fuzzy
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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.

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Observation 1e89a3a9-03aa-4930-815d-faeea2e17b38 · outbound

This paper cites Evaluating modern gpu interconnect: Pcie, nvlink, nv- sli, nvswitch and gpudirect,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Evaluating modern gpu interconnect: Pcie, nvlink, nv- sli, nvswitch and gpudirect,

Reference 10

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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.

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Observation 8ace65b7-b20e-422b-80d1-b220cf106300 · outbound

This paper cites Applications of distributed machine learning for the internet-of-things: A comprehensive survey,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Applications of distributed machine learning for the internet-of-things: A comprehensive survey,

Reference 11

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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.

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Observation 54356927-c216-41e9-ba77-7ebba5cff8e7 · outbound

This paper cites Federated learning for en- hanced cybersecurity and trustworthiness in 5G and 6G networks: A comprehensive survey,.

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

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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.

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Observation 0da43556-d14a-415b-bccb-c7262ea98d81 · outbound

This paper cites Advancing Personalized Federated Learning: Integrative Approaches with AI for Enhanced Privacy and Customization.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Advancing Personalized Federated Learning: Integrative Approaches with AI for Enhanced Privacy and Customization

Reference 13

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verified exact
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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.

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Observation 3891ce60-3df3-48ed-9638-53be9fb6d11d · outbound

This paper cites Beyond the cloud: Edge inference for generative large language models in wireless networks,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Beyond the cloud: Edge inference for generative large language models in wireless networks,

Reference 14

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raw_fallback, observed 2026-08-04T20:42:46.392347Z

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.

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Observation 79519ca8-d824-494a-b858-97ddd44880b2 · outbound

This paper cites Memory-aware and context- aware multi-DNN inference on the edge,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Memory-aware and context- aware multi-DNN inference on the edge,

Reference 15

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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.

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Observation 668281f9-3c58-4d0b-90fc-38a8482870a0 · outbound

This paper cites Distributed ma- chine learning for wireless communication networks: Techniques, architectures, and applications,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Distributed ma- chine learning for wireless communication networks: Techniques, architectures, and applications,

Reference 16

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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.

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Observation 98311e8b-25db-492b-8a16-728eef9292d1 · outbound

This paper cites Generative ai for the optimiza- tion of next-generation wireless networks: Basics, state-of-the-art, and open challenges,.

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

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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.

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Observation 2882a6fa-263b-4298-81f7-9244654d839a · outbound

This paper cites Inte- grating iot and 6 g: Applications of edge intelligence, challenges, and future directions,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Inte- grating iot and 6 g: Applications of edge intelligence, challenges, and future directions,

Reference 18

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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.

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Observation 3e84445f-6bee-499e-b08e-31e2b68c000a · outbound

This paper cites EdgeShard: Efficient LLM Inference via Collaborative Edge Computing.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution EdgeShard: Efficient LLM Inference via Collaborative Edge Computing

Reference 19

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 9d307cc5-66be-4874-af28-5e93e7dbc4b1 · outbound

This paper cites Large language models for wireless communications: From adaptation to autonomy,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Large language models for wireless communications: From adaptation to autonomy,

Reference 20

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Unavailable: canonical work link unavailable.

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Observation 4c426bb4-ee8a-4893-8a19-48e0ca453c37 · outbound

This paper cites Inte- grated sensing-communication-computation for edge artificial in- telligence,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Inte- grated sensing-communication-computation for edge artificial in- telligence,

Reference 21

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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.

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Observation 1d66943e-5b14-4622-83c9-efc41db359d8 · outbound

This paper cites Split learning over wireless networks: Parallel design 7 and resource management,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Split learning over wireless networks: Parallel design 7 and resource management,

Reference 22

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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.

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Observation 114fb6fd-5fab-4ff9-8366-30fecde55b0b · outbound

This paper cites Collaborative authentication for 6G networks: An edge intelligence based au- tonomous approach,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Collaborative authentication for 6G networks: An edge intelligence based au- tonomous approach,

Reference 23

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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.

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Observation 6c13e5ad-37c7-474d-8b34-2c9321119884 · outbound

This paper cites What should 6g be?.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution What should 6g be?

Reference 24

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 0675a6f3-3bdd-4aca-8d4b-c6e8a5f19776 · outbound

This paper cites Scaling Laws for Neural Language Models.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Scaling Laws for Neural Language Models

Reference 25

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no resolver link, observed 2026-08-04T20:42:45.640850Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 532d44a4-8210-45f5-b3c5-8b7d452c5992 · outbound

This paper cites Language Models are Few-Shot Learners.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Language Models are Few-Shot Learners

Reference 26

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no resolver link, observed 2026-08-04T20:42:45.644514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:42:45.644514Z digest=sha256:e545ac62ff9c8a39e61ca21971d0e8ab2b5d559932b294ff71accfe17dde625c

Observation d3accc11-56c5-4627-87a9-fea314d029bd · outbound

This paper cites P$^2$ Law: Scaling Law for Post-Training After Model Pruning.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution P$^2$ Law: Scaling Law for Post-Training After Model Pruning

Reference 27

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verified exact
local_arxiv, observed 2026-08-04T20:42:45.941885Z

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.

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Observation e04a2bab-c931-432d-ae49-0cf6a176d2d5 · outbound

This paper cites Training language models to follow instructions with human feedback.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Training language models to follow instructions with human feedback

Reference 28

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no resolver link, observed 2026-08-04T20:42:45.651727Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:42:45.651727Z digest=sha256:5c3116f549ea6d29ab8c1bbb7075b53a242824fe43e4bf7c5077475fefd97ea9

Observation 3689315c-ef78-4d20-9102-2de41336a024 · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 29

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unresolved
no resolver link, observed 2026-08-04T20:42:45.655639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:42:45.655639Z digest=sha256:0a8d80ffb189e14f83933dac9676e22d2ad34948de2f816c2d832a14153102ae

Observation 06d80029-523d-43c1-af6e-a4aad1154b4a · outbound

This paper cites A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well?.

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

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no resolver link, observed 2026-08-04T20:42:45.659388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:42:45.659388Z digest=sha256:33abe5cce461de094364c7f4688f4aaca6d9c6f1304df4bc2a3291d34596cabf

Observation c2100d8a-fe39-433b-9794-02ade76cb9bc · outbound

This paper cites Sabourin,Strategic Adoption of 5G Technology: New Applications and Services: New Applications and Services.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Sabourin,Strategic Adoption of 5G Technology: New Applications and Services: New Applications and Services

Reference 31

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verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.297379Z

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.

source=pdf_text observed=2026-08-04T20:42:45.662850Z digest=sha256:cb500c1c831d28e5f0d95d52d14ebfbe45ae3d329b0e825e78c599961bc8eadd

Observation ad1f539c-6285-4ea5-8fb2-29c294b4759f · outbound

This paper cites an unresolved cited work.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Unresolved cited work

Reference 32

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unresolved
raw_fallback, observed 2026-08-04T20:42:46.286085Z

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.

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Observation f64a6b40-fcbe-4c1d-bd54-da380e909af5 · outbound

This paper cites Guest editorial: sustainable big ai model for wireless networks,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Guest editorial: sustainable big ai model for wireless networks,

Reference 33

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raw_fallback, observed 2026-08-04T20:42:46.276087Z

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.

source=pdf_text observed=2026-08-04T20:42:45.669106Z digest=sha256:8236bccc11a8cb1078f5103414c05e4fc5a688ebbcb69235d418cf486a63ce18

Observation 796805fa-f485-4fa9-ae0b-19cb841d6a81 · outbound

This paper cites Edge computing in the internet of things: A 6G perspective,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Edge computing in the internet of things: A 6G perspective,

Reference 34

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verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.265352Z

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.

source=pdf_text observed=2026-08-04T20:42:45.672781Z digest=sha256:f5dc14e7f85d1c1ec92936d41df2d2b6c4225add399b405ec112f33aeb0e88a5

Observation 67e39742-a3d2-40df-8323-856fc2c78002 · outbound

This paper cites Federated reinforcement learning- based resource allocation in D2D-enabled 6G,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Federated reinforcement learning- based resource allocation in D2D-enabled 6G,

Reference 35

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verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.254752Z

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.

source=pdf_text observed=2026-08-04T20:42:45.675819Z digest=sha256:a2ad297b8b29f36bacf7179ea635c3efe0c059e4ecfc55e2ccd78db88e0a5647

Observation f21ef041-82b0-471a-9fb7-be84257eb9e3 · outbound

This paper cites Online learning algorithms for context- aware video caching in D2D edge networks,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Online learning algorithms for context- aware video caching in D2D edge networks,

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.244137Z

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.

source=pdf_text observed=2026-08-04T20:42:45.678732Z digest=sha256:440e5b400934b353f3edf359655470369c46685bc45dd8668b4d689b1bd5c671

Observation 827afe7a-74d2-47ac-b584-7828fd4158b4 · outbound

This paper cites A review of 6g and ai convergence: Enhancing communica- tion networks with artificial intelligence,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution A review of 6g and ai convergence: Enhancing communica- tion networks with artificial intelligence,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.232807Z

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.

source=pdf_text observed=2026-08-04T20:42:45.681650Z digest=sha256:673318f2f5b2e48a351e3aa7af0f01123ec510ca7cc6a7d5ee51a618a149747f

Observation d20e881c-d146-4f5e-b5cb-041cef913f1d · outbound

This paper cites Panda,Scalable Artificial Intelligence Systems: Cloud-Native, Edge- AI, MLOps, and Governance for Real-World Deployment.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.222116Z

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.

source=pdf_text observed=2026-08-04T20:42:45.684785Z digest=sha256:b6b1d96fe1b78289cacd9cd19da77379a38af0f0a85e961c4a72fb1f03fd39c2

Observation 5f996e4e-9db8-4b3e-8643-626bbd9145eb · outbound

This paper cites Artificial intelligence as a service (aiaas) for cloud, fog and the edge: State-of-the-art practices,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.211223Z

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.

source=pdf_text observed=2026-08-04T20:42:45.687678Z digest=sha256:96f99d38f712f67de5888ac33dc294ad7dd717c11a5b407501e27c3ae8ad874f

Observation 37b99cb8-a432-4812-826f-a64db033f989 · outbound

This paper cites A comprehensive survey of machine learning applied to resource allocation in wireless communica- tions,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution A comprehensive survey of machine learning applied to resource allocation in wireless communica- tions,

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.199745Z

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.

source=pdf_text observed=2026-08-04T20:42:45.690705Z digest=sha256:03a9abac157fcad82ec9f20d48863fbf00b15d692ce7d37eeb062520b5a7957a

Observation a055b7ee-f312-420e-94b4-0bff823cd283 · outbound

This paper cites When large language model agents meet 6g networks: Perception, grounding, and alignment,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution When large language model agents meet 6g networks: Perception, grounding, and alignment,

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.188482Z

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.

source=pdf_text observed=2026-08-04T20:42:45.693545Z digest=sha256:f1aaa60128f825f3ede94c0c12181a28b66b9b89035a9abfbe0769d223c11a6e

Observation 48e9473f-27a8-48fe-894a-c1bd3da9ffde · outbound

This paper cites Maintenance operations on cloud, edge, and iot environments: taxonomy, survey, and research challenges,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Maintenance operations on cloud, edge, and iot environments: taxonomy, survey, and research challenges,

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.176184Z

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.

source=pdf_text observed=2026-08-04T20:42:45.696749Z digest=sha256:742f4f6f84d9ba4f75095ce89ddb08aa30c901d53549e650106bc1c21a19b160

Observation 79ab2301-33ef-42cc-ab15-003f7d8710c6 · outbound

This paper cites Understanding 5g performance on heterogeneous computing architectures,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Understanding 5g performance on heterogeneous computing architectures,

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.164517Z

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.

source=pdf_text observed=2026-08-04T20:42:45.699766Z digest=sha256:9cfe50e452aa83192bbdd8bc587e04cf9ed9da837105dd97c5f973dba11aee40

Observation 0d8be81d-c9c4-4638-9787-6aac9412fd8a · outbound

This paper cites A survey on large language models for communication, network, and service management: Application insights, challenges, and future directions,.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.152326Z

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.

source=pdf_text observed=2026-08-04T20:42:45.702647Z digest=sha256:6a120d037724613c6f82da83c50e7866157e85e6d0549bd6d5969a18366d8e6b

Observation fd868555-0a91-4d95-bfff-1cd0f5532b81 · outbound

This paper cites Towards edge general intelligence via large language models: Opportunities and challenges,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Towards edge general intelligence via large language models: Opportunities and challenges,

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.139185Z

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.

source=pdf_text observed=2026-08-04T20:42:45.705657Z digest=sha256:3d332190931dcb1f6c4055efd993d0b9c58391619f0c6bcd1a77721394b16516

Observation 5cae4786-ccbd-4b9e-869e-a917d914b6ae · outbound

This paper cites Will we run out of data? Limits of LLM scaling based on human-generated data.

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

Resolution
unresolved
no resolver link, observed 2026-08-04T20:42:45.708509Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:42:45.708509Z digest=sha256:a9f636e657e677cccf4125aa890b04af07fc1008f437298399a8b87393d53508

Observation 13533387-f43c-4062-88ac-c37ab185ee92 · outbound

This paper cites The role of mobile communications for industrial automation: Architecture, applications and challenges,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution The role of mobile communications for industrial automation: Architecture, applications and challenges,

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.127766Z

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.

source=pdf_text observed=2026-08-04T20:42:45.711710Z digest=sha256:4cec435c1ed2e182f854e7f4452731eef319aa7680e7e579120227648052d971

Observation 4a9e23f9-e157-444c-99e3-ed7891503503 · outbound

This paper cites Open RAN for 6G networks: Architecture, use cases and open issues,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Open RAN for 6G networks: Architecture, use cases and open issues,

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-04T20:42:45.714498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:42:45.714498Z digest=sha256:6545cb07012df123bae76181d296d78a3f4b4fc3e1af15b3f7259b63c0536ad8

Observation 8eafd282-5657-425a-8749-4dc4a1606a26 · outbound

This paper cites Ioannou, P.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Ioannou, P

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.108749Z

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.

source=pdf_text observed=2026-08-04T20:42:45.717362Z digest=sha256:45de55a6989c80b0e299d6121fa6b7c1a38fad0815dcd392b17c1bde404276f1

Observation 0f8b917e-ca90-4bb2-844f-09a538eaa33c · outbound

This paper cites Network slicing- based learning techniques for iov in 5g and beyond networks,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Network slicing- based learning techniques for iov in 5g and beyond networks,

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.097019Z

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.

source=pdf_text observed=2026-08-04T20:42:45.720351Z digest=sha256:56111253e7e4936eac7fcffcafd523fefbdd1c903868a9137c246d5fbe36cb52

Observation f388e6c0-2d7e-45fb-a46c-9d99ab23b9cf · outbound

This paper cites CacheGen: KV Cache Compression and Streaming for Fast Large Language Model Serving.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution CacheGen: KV Cache Compression and Streaming for Fast Large Language Model Serving

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-04T20:42:45.723763Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:42:45.723763Z digest=sha256:afed96e3467891b83bdd2a9f2d88e1e7e595d8ada93efa8d62d913b75b95d59e

Observation 2da37964-2a27-4c1e-9727-47526f5987d5 · outbound

This paper cites DT-Aided Resource Management in Spectrum Sharing Integrated Satellite-Terrestrial Networks.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution DT-Aided Resource Management in Spectrum Sharing Integrated Satellite-Terrestrial Networks

Reference 52

Resolution
verified exact
local_arxiv, observed 2026-08-04T20:42:45.875092Z

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.

source=pdf_text observed=2026-08-04T20:42:45.726921Z digest=sha256:b30a3a46a51d29ac45b98560d1f78b8730a3eb492b12949b4d60d0ebecf7740f

Observation 23f215ac-9733-44f2-a41f-1e1b588afef5 · outbound

This paper cites Dynamic task offloading and resource allocation for ultra-reliable low-latency edge computing,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Dynamic task offloading and resource allocation for ultra-reliable low-latency edge computing,

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.085972Z

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.

source=pdf_text observed=2026-08-04T20:42:45.730237Z digest=sha256:ce1bbe382f038fd84d2004323e63fad5ad80bd2f6498278d3ee089d70d4e5bc9

Observation 79285fc0-34ee-4c80-888f-4da8119f5bbd · outbound

This paper cites Context-aware Status Updating: Wireless Scheduling for Maximizing Situational Awareness in Safety-critical Systems.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Context-aware Status Updating: Wireless Scheduling for Maximizing Situational Awareness in Safety-critical Systems

Reference 54

Resolution
verified exact
local_arxiv, observed 2026-08-04T20:42:45.860764Z

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.

source=pdf_text observed=2026-08-04T20:42:45.733322Z digest=sha256:7843367a0c751f74ce9c1ecf5828d4151ca09bd0adf5744b8eaf101fad5158c4

Observation da6e4f3b-71e0-40a1-832e-d5f192952a52 · outbound

This paper cites Hierarchical Split Federated Learning: Convergence Analysis and System Optimization.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Hierarchical Split Federated Learning: Convergence Analysis and System Optimization

Reference 55

Resolution
verified exact
local_arxiv, observed 2026-08-04T20:42:45.842498Z

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.

source=pdf_text observed=2026-08-04T20:42:45.736629Z digest=sha256:59848ee0dd5347e83e303cb271a95a69200378772dfd6435931638b75b221cfc

Observation 9850a2d5-7412-4d1b-b3f3-5b8351828d1e · outbound

This paper cites Environmental Burden of United States Data Centers in the Artificial Intelligence Era.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Environmental Burden of United States Data Centers in the Artificial Intelligence Era

Reference 56

Resolution
unresolved
no resolver link, observed 2026-08-04T20:42:45.739801Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:42:45.739801Z digest=sha256:7c9fae4e4f5cb26b5c749796d876d654eb49ca0d3829d2a8dda06772d44a5195

Observation c9e5105d-be63-4d5c-9f8e-a153031146ac · outbound

This paper cites Announcing The Stargate Project,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Announcing The Stargate Project,

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.075597Z

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.

source=pdf_text observed=2026-08-04T20:42:45.743134Z digest=sha256:b89c39d1bb0f5db0fb64da9f12d5e713f602f31a22b1d7cce13594c4a2428aa6

Observation b003cb73-29e8-42a9-9647-35ded56a37a1 · outbound

This paper cites Hairy black holes in disformal scalar-tensor gravity theories,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Hairy black holes in disformal scalar-tensor gravity theories,

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.065370Z

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.

source=pdf_text observed=2026-08-04T20:42:45.746655Z digest=sha256:1d6e2b4fce2cbcf1d71a51f1c2dd7f3d0b3a81c2f5dd03d6f7743006094fe02c

Observation ae903764-9294-49fa-8437-e7c811807039 · outbound

This paper cites Leveraging energy storage to optimize data center electricity cost in emerging power markets.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Leveraging energy storage to optimize data center electricity cost in emerging power markets

Reference 59

Resolution
verified exact
local_arxiv, observed 2026-08-04T20:42:45.814683Z

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.

source=pdf_text observed=2026-08-04T20:42:45.749641Z digest=sha256:cf6370f360e810fadc8f52b1ae00aef22fba42439971acbcdbc0fb815331c40f

Observation 89dbd86c-6bb2-4745-a44c-3d026f16787a · outbound

This paper cites Decentralized learning over wireless networks: The effect of broadcast with random access,.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Decentralized learning over wireless networks: The effect of broadcast with random access,

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-04T20:42:46.054375Z

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.

source=pdf_text observed=2026-08-04T20:42:45.753109Z digest=sha256:c7e6cb23de6b425b6830392a9ac6f080d9e914918abbddc53dbccc548bf0395e

Observation da4010fe-d197-4fcc-8e55-72753d4fa22e · outbound

This paper cites Decentralized Learning over Wireless Networks: The Effect of Broadcast with Random Access.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Decentralized Learning over Wireless Networks: The Effect of Broadcast with Random Access

Reference 62

Resolution
metadata mismatch
local_arxiv, observed 2026-08-04T20:42:45.797509Z

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.

source=pdf_text observed=2026-08-04T20:42:45.756517Z digest=sha256:7f1f7c5cdcd672855c9a5f9b021fd6955834a351a888252c5a26e9ee631f2368

Observation 5b588364-fe79-4797-a3f3-f8249bf38498 · outbound

This paper cites Attention Is All You Need.

Ubiquitous Intelligence Via Wireless Network-Driven LLMs Evolution Attention Is All You Need

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-04T20:42:45.562109Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T20:42:45.562109Z digest=sha256:557e046cf836bbdca39e2b9dc50ca8eaf741418f7365945f9b0988728ec37557

Pith citing papers

No inbound Pith citation observations are available.