Paper Citation Record · LEDGER

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security

As of 9 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 2 inbound Pith citation observations for arXiv:2502.03614.

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

pith.paper-citation-record.v1
2502.03614 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T04:21:59.908445Z

measured 33 of 33 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T23:41:02.917313Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T15:36:05.532919Z

Reference resolution

31 of 31 outbound references displayed

verified exact2
verified fuzzy24
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3b86c5f8-19da-4de5-8270-230f734cb833 · outbound

This paper cites Xu and F.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Xu and F

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.237562Z

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 fd869ad8-20b9-45d4-be69-f97c0bc82781 · outbound

This paper cites Available: https://www.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Available: https://www

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.229771Z

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 d3c8db8c-c1e1-4122-99b2-55cab790c698 · outbound

This paper cites Lam and R.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Lam and R

Reference 3

Resolution: verified exact; raw_fallback, observed 2026-08-09T04:22:00.006868Z

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 2b21ec83-359b-48e2-995c-700cb04a0292 · outbound

This paper cites Mirkovic and P.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Mirkovic and P

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.222029Z

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 243ca28a-ac11-4489-852b-cf456327f980 · outbound

This paper cites an unresolved cited work.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:22:00.214529Z

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 64da746e-99fa-434a-8cb3-c775a15e92d8 · outbound

This paper cites Allen, ”Ransomware Threats in the IoT Ecosystem,” Comput- ers & Security , vol.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Allen, ”Ransomware Threats in the IoT Ecosystem,” Comput- ers & Security , vol

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.206812Z

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 e1d4cd5c-3102-4b60-812b-7f9c33682852 · outbound

This paper cites Rajatheva et al., ”White paper on broadband connectivity in 6G,” 6G Research Visions, no.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Rajatheva et al., ”White paper on broadband connectivity in 6G,” 6G Research Visions, no

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.199255Z

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 3347da34-96f0-43e6-b476-24985f85a8d7 · outbound

This paper cites Lee, ”ML-based DDoS Detection for 6G-Enabled IoT: Chal- lenges and Opportunities,” IEEE Trans.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Lee, ”ML-based DDoS Detection for 6G-Enabled IoT: Chal- lenges and Opportunities,” IEEE Trans

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.191633Z

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 8f80e70d-7241-4adb-94e1-270e56748e7d · outbound

This paper cites Kindervag, ”No more chewy centers: Introducing the zero trust model of information security,” Forrester Research, 2010.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Kindervag, ”No more chewy centers: Introducing the zero trust model of information security,” Forrester Research, 2010

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.184609Z

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 13f350ca-c187-46b4-9cef-1ed51bb56b39 · outbound

This paper cites Chang, ”A Zero-Trust Architecture for 5G-based IoT Net- works,” IEEE Access, vol.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Chang, ”A Zero-Trust Architecture for 5G-based IoT Net- works,” IEEE Access, vol

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.177781Z

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 78a7476b-7ac7-48de-a62a-4ff5ad3a7de3 · outbound

This paper cites Khan and R.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Khan and R

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.170827Z

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 c1f9915e-2c81-4e58-9416-b783f6da76d7 · outbound

This paper cites an unresolved cited work.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:22:00.163243Z

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 5a57bbca-5e66-4339-b718-f909c2d2d72f · outbound

This paper cites Zhao, ”A factory automation case study in 5G-based IIoT,” IEEE Trans.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Zhao, ”A factory automation case study in 5G-based IIoT,” IEEE Trans

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.155619Z

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 79539eee-bdbf-47f1-b9bd-f0a66fff68b0 · outbound

This paper cites an unresolved cited work.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:22:00.147697Z

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 767ffac8-45e0-44d1-b9e9-309791414c73 · outbound

This paper cites Sommer and V.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Sommer and V

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.140137Z

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 b38e2519-73c1-4861-b266-1fa3fb57b0c0 · outbound

This paper cites Dhaliwal, A.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Dhaliwal, A

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.132717Z

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 7be59a26-68be-4ba6-99db-ce70284bf9cf · outbound

This paper cites Chen and C.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Chen and C

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.124154Z

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 65198287-ba03-4fb1-a0d8-98b282f2442f · outbound

This paper cites Dai, ”A Review of XGBoost for Cyber Threat Detection,” IEEE Access, vol.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Dai, ”A Review of XGBoost for Cyber Threat Detection,” IEEE Access, vol

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.116696Z

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 c622e463-68be-4ce3-8f02-209dc9c21c48 · outbound

This paper cites Bland, ”A Critical Assessment of Zero Trust in 5G Networks,” IEEE Communications Magazine , vol.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Bland, ”A Critical Assessment of Zero Trust in 5G Networks,” IEEE Communications Magazine , vol

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.108777Z

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 246eab79-ecef-4fec-ad17-52ef0190596a · outbound

This paper cites Chan and M.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Chan and M

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.101132Z

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 d3273f1d-94b6-4f6d-a2ec-552e932191fc · outbound

This paper cites A Comparative Analysis of Machine Learning Models for DDoS Detection in IoT Networks.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security A Comparative Analysis of Machine Learning Models for DDoS Detection in IoT Networks

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-09T04:21:59.938958Z

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 4d43bdc4-00c1-4601-b553-dd4e692df040 · outbound

This paper cites Freed and D.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Freed and D

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.093646Z

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 e28de6b4-7bbe-455c-ac03-4d2299ee8a63 · outbound

This paper cites Mir and N.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Mir and N

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.085620Z

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 c9b36d6b-9c0e-4f09-a8e5-c421fb164b83 · outbound

This paper cites Ma et al., ”Federated learning in edge computing: A survey on frameworks, applications, and challenges,” IEEE Internet Things J., vol.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Ma et al., ”Federated learning in edge computing: A survey on frameworks, applications, and challenges,” IEEE Internet Things J., vol

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.077626Z

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 6359f7e6-8289-41ec-bc0d-b5c8dd3247da · outbound

This paper cites Blum, ”Adaptive federated anomaly detection in distributed IoT networks,” Computers, vol.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Blum, ”Adaptive federated anomaly detection in distributed IoT networks,” Computers, vol

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.068718Z

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 a67af833-cccb-4516-aeb0-bd769bc656af · outbound

This paper cites Carter and B.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Carter and B

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.059720Z

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 cbaa9b6d-76dc-404e-938d-3640e383c158 · outbound

This paper cites Divekar, G.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Divekar, G

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.051497Z

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 bd16e658-78dc-423a-90a8-0adb21cd6a5c · outbound

This paper cites Xu and M.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Xu and M

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.042650Z

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 42f3adb3-f567-4d29-ac15-5c1b7edd3ee0 · outbound

This paper cites an unresolved cited work.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:22:00.033752Z

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 d67dcabe-1873-4ee4-8abf-c960f785fdff · outbound

This paper cites an unresolved cited work.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-09T04:22:00.025021Z

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 7e68d77c-3596-4a4f-bfdd-a754db8da2d1 · outbound

This paper cites Gadepalli and J.

A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security Gadepalli and J

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T04:22:00.015643Z

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.

Pith citing papers

Observation 7ee50754-95bb-4edf-bdff-220b885e4d65 · inbound

System Security Framework for 5G Advanced /6G IoT Integrated Terrestrial Network-Non-Terrestrial Network (TN-NTN) with AI-Enabled Cloud Security cites this paper.

System Security Framework for 5G Advanced /6G IoT Integrated Terrestrial Network-Non-Terrestrial Network (TN-NTN) with AI-Enabled Cloud Security A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T23:41:02.917313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 847e3561-6f78-4c1a-a72f-ec32d79d0340 · inbound

A Comparative Analysis of Machine Learning Models for Intrusion Detection in Intelligent Transport Systems cites this paper.

A Comparative Analysis of Machine Learning Models for Intrusion Detection in Intelligent Transport Systems A Novel Zero-Touch, Zero-Trust, AI/ML Enablement Framework for IoT Network Security

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-11T15:36:05.539167Z

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.