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Paper Citation Record · LEDGER

Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons

As of 14 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 3 inbound Pith citation observations for arXiv:2506.16070.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.16070 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:47:43.251175Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T23:28:06.141788Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-14T02:23:37.722617Z

Reference resolution

16 of 16 outbound references displayed

  • verified exact3
  • verified fuzzy4
  • unresolved2
  • parse uncertain0
  • malformed identifier2
  • metadata mismatch5

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3962324f-ddf2-4c79-9b65-4dc911d74fa4 · outbound

This paper cites Holographic MIMO Communications: Theoretical Foundations, Enabling Technologies, and Future Directions,.

Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons Holographic MIMO Communications: Theoretical Foundations, Enabling Technologies, and Future Directions,

Reference 1

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T23:47:45.065305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T23:47:42.031260Z digest=sha256:19ea305e631a9de1268cdbc9ee466ef824c4d49774c73b383d3da147c3c71350

Observation 8359f086-f76a-4a94-a78f-d3ba3ba30018 · outbound

This paper cites Generative AI for Immersive Communication: The Next Fron- tier in Internet-of-Senses Through 6G,.

Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons Generative AI for Immersive Communication: The Next Fron- tier in Internet-of-Senses Through 6G,

Reference 2

Resolution
verified exact
doi, observed 2026-08-06T23:47:43.706079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T23:47:42.118179Z digest=sha256:a948fdf597b6172fa1a916daf787f2cb0f67698e3ce26ff4353267ea4d3fa6c6

Observation b0985daa-6f1c-45a4-a7a7-0d2edb59b44e · outbound

This paper cites The Evolution of RAN (Radio Access Network), D-RAN, C-RAN, V-RAN, and O-RAN,.

Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons The Evolution of RAN (Radio Access Network), D-RAN, C-RAN, V-RAN, and O-RAN,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:47:45.642453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T23:47:42.178623Z digest=sha256:cbbc86c6bee5fc9bec0adad8ff0db89614809c9d721588fa30dfe3fbb1ee5cda

Observation 50f5d837-70ad-4974-b934-d82e8b53f2b3 · outbound

This paper cites Recent Progress on C-RAN Centralization and Cloudification,.

Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons Recent Progress on C-RAN Centralization and Cloudification,

Reference 4

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T23:47:44.833930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T23:47:42.338314Z digest=sha256:2a5d4d02241f11ac39f2d40565c5a5627437ed0d5e38008e04bd7af43094d6c7

Observation 46145883-94b5-4993-8b02-9c742da6459e · outbound

This paper cites AI-RAN in 6G Networks: State-of- the-Art and Challenges,.

Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons AI-RAN in 6G Networks: State-of- the-Art and Challenges,

Reference 5

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T23:47:44.599842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T23:47:42.391818Z digest=sha256:77605b10a4318ebda2e5529dc9003429f0066b75f71ca79bbacb170419bf7477

Observation a5db0cf3-69df-45ad-9db5-3a017bf66294 · outbound

This paper cites Digital- Twin-Enabled 6G: Vision, Architectural Trends, and Future Directions,.

Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons Digital- Twin-Enabled 6G: Vision, Architectural Trends, and Future Directions,

Reference 6

Resolution
verified exact
doi, observed 2026-08-06T23:47:43.417364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T23:47:42.499601Z digest=sha256:ea2c315b2f75dc7016b3e1daaab40b2df56ddf0f19c30a3d477253089f062e14

Observation df5a71c2-e5b4-4418-920b-e31a92d88b96 · outbound

This paper cites Large Language Model (LLM) for Telecommunications: A Comprehensive Survey on Principles, Key Techniques, and Opportunities,.

Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons Large Language Model (LLM) for Telecommunications: A Comprehensive Survey on Principles, Key Techniques, and Opportunities,

Reference 7

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T23:47:44.368414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T23:47:42.608234Z digest=sha256:9bd680b6d1b01a8c42875cf66b84edba38c46578d8c9fc84b1dc5ab6abc56a17

Observation 5ea05d5a-b93b-4d05-92a7-4128146032c2 · outbound

This paper cites xLAM: A Family of Large Action Models to Empower AI Agent Systems.

Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons xLAM: A Family of Large Action Models to Empower AI Agent Systems

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T23:47:42.661766Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:47:42.661766Z digest=sha256:22b79f9b7917679ddb4c82a73687fb6545471fe3b69be88bb9d73d4edacf25ad

Observation 6910492a-aeb4-49cc-87f2-e0b0adf4eab1 · outbound

This paper cites Bitcoin: A Peer-to-Peer Electronic Cash System,.

Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons Bitcoin: A Peer-to-Peer Electronic Cash System,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:47:45.513467Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T23:47:42.718363Z digest=sha256:e4642da0197b5ae8679d63741cc6a56ba00ae6a1cf96421abbc359b7a55b4758

Observation ef70f3a8-275c-4f3c-a83f-79ae54d66157 · outbound

This paper cites A Prospective Look: Key Enabling Technologies, Applications and Open Research Topics in 6G Networks,.

Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons A Prospective Look: Key Enabling Technologies, Applications and Open Research Topics in 6G Networks,

Reference 10

Resolution
malformed identifier
no resolver link, observed 2026-08-06T23:47:42.821725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:47:42.821725Z digest=sha256:dbdfaa7c046d912cb01fa3be9066f07681d2749dfcaf0f1567b14f7073171208

Observation 39ba10ef-c6cd-4bb9-aa54-c077663e11ed · outbound

This paper cites System-Level Simulation and Performance Evaluation for 6G Ultra Massive MIMO,.

Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons System-Level Simulation and Performance Evaluation for 6G Ultra Massive MIMO,

Reference 11

Resolution
malformed identifier
no resolver link, observed 2026-08-06T23:47:42.941063Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:47:42.941063Z digest=sha256:3019af0eb5601403c5f88c1ad611620c93881d2c2715f23e85dfa7128e1eb5a5

Observation 2837bf3a-8ed4-496e-b1ed-ce0cfdf68a7b · outbound

This paper cites A Tutorial on Extremely Large-Scale MIMO for 6G: Fundamentals, Signal Processing, and Applications,.

Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons A Tutorial on Extremely Large-Scale MIMO for 6G: Fundamentals, Signal Processing, and Applications,

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T23:47:43.021335Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:47:43.021335Z digest=sha256:6d81edcccccbe20a73139e2261eda6ed6f09a2ea6723fe40885221a48c46a336

Observation bb27b86f-16ab-4759-a68d-a472d5dc1448 · outbound

This paper cites Federated Learning for 6G Networks: Navigating Privacy Benefits and Challenges,.

Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons Federated Learning for 6G Networks: Navigating Privacy Benefits and Challenges,

Reference 13

Resolution
metadata mismatch
raw_fallback, observed 2026-08-06T23:47:43.943716Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T23:47:43.127107Z digest=sha256:0ee58ed8265446127765ba088ffea1d29e23ba9a469ff058522f85844b9058b3

Observation 95e0c845-6734-484b-9cb0-157850219f31 · outbound

This paper cites Artificial Intelligence (AI)/Machine Learning (ML) for NG- RAN,.

Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons Artificial Intelligence (AI)/Machine Learning (ML) for NG- RAN,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:47:45.375200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T23:47:43.182666Z digest=sha256:4660f808cb1329a5518e9d30cc47d6e7f0d8babeca704897e9d059b7e3067ae0

Observation 8a9da18c-3886-4882-a19e-8c2504e95f26 · outbound

This paper cites Study on Security and Privacy of Artificial Intelligence/Machine Learning (AI/ML)-Based Services and Applications in 5G,.

Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons Study on Security and Privacy of Artificial Intelligence/Machine Learning (AI/ML)-Based Services and Applications in 5G,

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T23:47:45.211385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T23:47:43.251175Z digest=sha256:4f20ab95c612775b9b5fffed6d4a7857af49036593c21315583ee914788ad34b

Observation 2b116ad9-d344-4c00-ae5e-0390917773cd · outbound

This paper cites an unresolved cited work.

Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons Unresolved cited work

Reference 2023

Resolution
verified exact
doi, observed 2026-08-06T23:47:43.556139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-08-06T23:47:42.240185Z digest=sha256:758d45986b1acfe3d52bccd0470ba5f1955a3a16eccf63c9ec752330151b5f79

Pith citing papers

Observation f1c3fa8e-7a3c-4bce-afe3-22dc87a22da0 · inbound

A Survey on AI for 6G: Challenges and Opportunities cites this paper.

A Survey on AI for 6G: Challenges and Opportunities Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons

Reference 133

Resolution
verified exact
arxiv_id, observed 2026-05-14T02:23:37.733864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-14T02:20:43.544615Z digest=sha256:df21afcc55f7519c13c3f4f03e85d95c532cb69d94b76bb826c57616512eff16

Observation 4c46b5ec-564c-4140-b802-918c97b7687d · inbound

AI-RAN on NPUs: Baseband Processing Without Baseband Chips cites this paper.

AI-RAN on NPUs: Baseband Processing Without Baseband Chips Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons

Reference 14

Resolution
unresolved
no resolver link, observed 2026-07-11T20:50:22.571016Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-11T20:50:22.571016Z digest=sha256:2b3166e7915f0cda75024b58cfb69aff6dc7d0e605b5ee3df13eb0b5f2a64d2b

Observation 233d6323-c8d2-42e1-abed-2259fd142d13 · inbound

When Agentic AI Meets Integrated Sensing and Communication cites this paper.

When Agentic AI Meets Integrated Sensing and Communication Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons

Reference 106

Resolution
unresolved
no resolver link, observed 2026-08-07T23:28:06.141788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T23:28:06.141788Z digest=sha256:5532b9b1402d5f78fc297fff84e4ace3566d3fc7b46c10165129c9d7a6d30c41