Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T04:07:30.502161Z
Paper Citation Record · LEDGER
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks
As of 20 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2506.11466.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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
Reference resolution
24 of 24 outbound references displayed
- verified exact1
- verified fuzzy17
- unresolved6
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation df5715d6-7052-4087-b34d-3c593c457440 · outbound
This paper cites write newline.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks write newline
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T04:07:30.409491Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd81afe1-d9dd-43d7-b62a-e3fbddad99de · outbound
This paper cites Technical Report Group Radio Access Network; Study on Artificial Intelligence (AI)/Machine Learning (ML) for NR air interface ( V18.0.0).
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks Technical Report Group Radio Access Network; Study on Artificial Intelligence (AI)/Machine Learning (ML) for NR air interface ( V18.0.0)
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T04:07:30.836384Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a86ddb80-6f63-4a7c-b933-bbe551e6613b · outbound
This paper cites 5G Positioning Advancements with AI/ML.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks 5G Positioning Advancements with AI/ML
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T04:07:30.418949Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d12d99ed-7cab-4eb8-b5b5-841a77cd939a · outbound
This paper cites Assuring the machine learning lifecycle: Desiderata, methods, and challenges.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks Assuring the machine learning lifecycle: Desiderata, methods, and challenges
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T04:07:30.823275Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 92361694-ae35-495d-a94e-f76d7c3d5019 · outbound
This paper cites and Globerson, A.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks and Globerson, A
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T04:07:30.810414Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 10e30c01-6b12-497b-a3b1-99731f2b4eea · outbound
This paper cites Meta-learning in neural networks: A survey.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks Meta-learning in neural networks: A survey
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T04:07:30.797086Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 907a2aa7-133a-4896-8173-7c5f619cf900 · outbound
This paper cites Data Collection and Labeling Techniques for Machine Learning.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks Data Collection and Labeling Techniques for Machine Learning
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T04:07:30.435383Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57d62643-a13d-4469-9f5f-381be3f385b6 · outbound
This paper cites AI for CSI Prediction in 5G-Advanced and Beyond.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks AI for CSI Prediction in 5G-Advanced and Beyond
Reference 8
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T04:07:30.557480Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 63b2ec11-5c8c-4cbe-bc11-b74eacaff5ba · outbound
This paper cites The bridge toward 6G : 5G -advanced evolution in 3GPP release 19.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks The bridge toward 6G : 5G -advanced evolution in 3GPP release 19
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T04:07:30.783847Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 2ab28d17-cd1e-4f23-be24-65626c9c87d8 · outbound
This paper cites Self-supervised learning: Generative or contrastive.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks Self-supervised learning: Generative or contrastive
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T04:07:30.447922Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 736b7560-77d2-4989-979d-2490df219614 · outbound
This paper cites Multimodal-to-Text Prompt Engineering in Large Language Models Using Feature Embeddings for GNSS Interference Characterization.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks Multimodal-to-Text Prompt Engineering in Large Language Models Using Feature Embeddings for GNSS Interference Characterization
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T04:07:30.451469Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5167ec1c-efab-46e6-a05e-dfa37763a877 · outbound
This paper cites I know what you trained last summer: A survey on stealing machine learning models and defences.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks I know what you trained last summer: A survey on stealing machine learning models and defences
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T04:07:30.761994Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bb457913-deea-4cc8-b343-49a1f7d23a8b · outbound
This paper cites Radio foundation models: Pre-training transformers for 5g-based indoor localization.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks Radio foundation models: Pre-training transformers for 5g-based indoor localization
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T04:07:30.749796Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 60274d05-66fd-45a4-b880-a0d156b45a9c · outbound
This paper cites B., Chen, X., and Wang, X.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks B., Chen, X., and Wang, X
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T04:07:30.737001Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c1e5dc76-2bf0-4f92-a239-bfdd985a36bc · outbound
This paper cites Exploring LLM -based agents for root cause analysis.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks Exploring LLM -based agents for root cause analysis
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T04:07:30.724317Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c2469283-384a-4ede-9638-c84a39686213 · outbound
This paper cites and Norvig, P.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks and Norvig, P
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T04:07:30.711804Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fb1ad5d0-a76d-4031-9282-96a9fa6d6e6e · outbound
This paper cites Channel charting: Locating users within the radio environment using channel state information.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks Channel charting: Locating users within the radio environment using channel state information
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T04:07:30.698524Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9e19db04-5926-4b72-8972-945f80c1e7ca · outbound
This paper cites and Barto, A.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks and Barto, A
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T04:07:30.685512Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a89856d1-eaf6-435e-8f3f-1a25b9c19387 · outbound
This paper cites Branchynet: Fast inference via early exiting from deep neural networks.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks Branchynet: Fast inference via early exiting from deep neural networks
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T04:07:30.671303Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 11db3155-e777-447b-9cb8-0a9d3e03f206 · outbound
This paper cites K., and Ristenpart, T.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks K., and Ristenpart, T
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T04:07:30.656794Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 70c2bd30-87fd-4b00-8fa6-a72ec0522a64 · outbound
This paper cites an unresolved cited work.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T04:07:30.643428Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a974d940-2f66-401d-b07a-b99285592472 · outbound
This paper cites AI/ML for beam management in 5G -advanced: a standardization perspective.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks AI/ML for beam management in 5G -advanced: a standardization perspective
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T04:07:30.630240Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 32f50a4c-cd5d-4471-b15a-c7f757a72b69 · outbound
This paper cites Deep learning based recommender system: A survey and new perspectives.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks Deep learning based recommender system: A survey and new perspectives
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T04:07:30.616941Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c1c3546d-0cfa-4052-af83-6ecd988df8c1 · outbound
This paper cites and Yang, Q.
Position Paper: Rethinking AI/ML for Air Interface in Wireless Networks and Yang, Q
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T04:07:30.602587Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Pith citing papers
No inbound Pith citation observations are available.