Paper Citation Record · LEDGER

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

As of 16 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 4 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 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:52:06.143096Z

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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.

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 2026-08-16T06:30:59.297886+00:00.

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.

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.

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.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

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 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

Observation 76f6b236-720c-4730-a937-fed89f8e681e · inbound

The LLM as a Network Operator: A Vision for Generative AI in the 6G Radio Access Network cites this paper.

The LLM as a Network Operator: A Vision for Generative AI in the 6G Radio Access Network Towards AI-Driven RANs for 6G and Beyond: Architectural Advancements and Future Horizons

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T16:52:06.143096Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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 2026-08-16T06:30:59.297886+00:00.

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.

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.