Paper Citation Record · LEDGER

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things

As of 9 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2508.06794.

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

pith.paper-citation-record.v1
2508.06794 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:40:11.009033Z

measured 39 of 39 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

39 of 39 outbound references displayed

verified exact0
verified fuzzy34
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d8f7c0a2-c5de-4fa0-8891-5442e50b1aff · outbound

This paper cites Efficient and Provably Secure Certifi- cateless Parallel Key-Insulated Signature without Pairing for IIoT Envi- ronments,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Efficient and Provably Secure Certifi- cateless Parallel Key-Insulated Signature without Pairing for IIoT Envi- ronments,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.369342Z

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 09c53285-e8a1-4368-b4af-64c670f7f0ac · outbound

This paper cites Towards 6G wireless communication networks: vision, enabling technologies, and new paradigm shifts,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Towards 6G wireless communication networks: vision, enabling technologies, and new paradigm shifts,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.359793Z

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 2178eb18-8a70-4937-a14a-a5333b44787f · outbound

This paper cites Design and Performance Analysis of Channel Esti- mators Under Pilot Spoofing Attacks in Multiple-Antenna Systems,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Design and Performance Analysis of Channel Esti- mators Under Pilot Spoofing Attacks in Multiple-Antenna Systems,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.350060Z

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 c9ced449-00b9-43bb-9a7b-351bcbb04bb8 · outbound

This paper cites LSAA: A lightweight and secure access authentication scheme for both UE and mMTC devices in 5G networks,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things LSAA: A lightweight and secure access authentication scheme for both UE and mMTC devices in 5G networks,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.341149Z

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 641ab9f8-319e-4423-886e-b306856747fa · outbound

This paper cites [Online].

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things [Online]

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.330905Z

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 16293bbe-a72a-4f99-a3df-d9cefe80435d · outbound

This paper cites Lightweight dynamic group rekeying for low-power wireless networks in IIoT,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Lightweight dynamic group rekeying for low-power wireless networks in IIoT,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.322723Z

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 7f9d0f13-d8e0-45d7-97f0-581fd3d1cf4e · outbound

This paper cites Physical-Layer Security in Space Information Networks: A Survey,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Physical-Layer Security in Space Information Networks: A Survey,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.311863Z

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 f77ce497-6c0d-4fc9-ad76-9d31beee05dc · outbound

This paper cites Physical Layer Security for Next Generation Wireless Networks: Theories, Technologies, and Challenges,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Physical Layer Security for Next Generation Wireless Networks: Theories, Technologies, and Challenges,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.302816Z

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 323df4f0-1435-4f29-989a-47372a009a43 · outbound

This paper cites Reciprocity Calibration of TDD MIMO Channel for Interference Alignment,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Reciprocity Calibration of TDD MIMO Channel for Interference Alignment,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.292789Z

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 faa2d4fb-b927-4127-947e-feec218fbd26 · outbound

This paper cites Communication Theory of Secrecy Systems,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Communication Theory of Secrecy Systems,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.283412Z

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 56bfa7f9-ff99-4e3d-86da-39e05d0f7918 · outbound

This paper cites A Survey of Physical -Layer Authentication in Wireless Communications,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things A Survey of Physical -Layer Authentication in Wireless Communications,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.273639Z

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 d9153fe5-8aac-494b-a4d5-c1ff29db0361 · outbound

This paper cites Multiuser Physical Layer Authentication in Internet of Things with Data Augmentation,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Multiuser Physical Layer Authentication in Internet of Things with Data Augmentation,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.264905Z

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 c91b3763-7beb-43c2-9075-5dce15b53c33 · outbound

This paper cites Optimized Coherent Integration -Based Radio Frequency Fingerprinting in Internet of Things,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Optimized Coherent Integration -Based Radio Frequency Fingerprinting in Internet of Things,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.256146Z

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 56df486b-73db-497c-82b5-f2302d4beedf · outbound

This paper cites Threshold-Free Physical Layer Authentication Based on Machine Learning for Industrial Wireless CPS,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Threshold-Free Physical Layer Authentication Based on Machine Learning for Industrial Wireless CPS,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.246411Z

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 6c181197-b9fa-4f26-af7e-b6910f7112b6 · outbound

This paper cites Two-factor authentication for IoT with location information,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Two-factor authentication for IoT with location information,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.236400Z

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 02d34e1e-e31e-4a8e-b194-e2a444cbe9ae · outbound

This paper cites Learning-aided physical layer authen- tication as an intelligent process,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Learning-aided physical layer authen- tication as an intelligent process,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.226981Z

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 2f973624-2cb2-4d1c-a31c-3aea1b9ff009 · outbound

This paper cites Testing equality of multiple power spectral density matrices,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Testing equality of multiple power spectral density matrices,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.217307Z

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 d1e837e1-f5c0-4541-bbda-5304b5b62b8d · outbound

This paper cites Physical Layer Authentication Enhancement Using Two-Dimensional Channel Quantization,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Physical Layer Authentication Enhancement Using Two-Dimensional Channel Quantization,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.207773Z

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 eb5b7468-016c-4938-ac8a-8bbbe1a424fb · outbound

This paper cites Multiple Correlated Attributes Based Physical Layer Au- thentication in Wireless Networks,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Multiple Correlated Attributes Based Physical Layer Au- thentication in Wireless Networks,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.199111Z

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 d2b47b73-1447-4955-ac6b-bef004bc7c49 · outbound

This paper cites Tutorial on Variational Autoencoders.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Tutorial on Variational Autoencoders

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T22:40:09.505265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d83866f9-f35e-4637-9162-97cb392ba0ea · outbound

This paper cites Accelerating wireless channel autoencoders for short coherence -time communications,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Accelerating wireless channel autoencoders for short coherence -time communications,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.189714Z

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 9ec4b3c1-134d-4216-a087-9abd3b27fbe2 · outbound

This paper cites Con- ditional variational autoencoder for prediction and feature recovery ap- plied to intrusion detection in iot,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Con- ditional variational autoencoder for prediction and feature recovery ap- plied to intrusion detection in iot,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.180474Z

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 e312215f-64d1-45af-9648-82491c4d303b · outbound

This paper cites Network Intrusion Detection Based on Supervised Adversarial Variational Auto -Encoder with Regularization,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Network Intrusion Detection Based on Supervised Adversarial Variational Auto -Encoder with Regularization,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.171399Z

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 7fa89d28-22b0-4cd9-acc4-a11c26423282 · outbound

This paper cites Information and com- munications technologies for sustainable development goals: State -of- the-art, needs and perspectives,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Information and com- munications technologies for sustainable development goals: State -of- the-art, needs and perspectives,

Reference 24

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T22:40:11.668711Z

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 18244f72-0dda-4e3e-9e48-188d03a51c46 · outbound

This paper cites An efficient detection algorithm of pilot spoofing attack in massive MIMO systems,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things An efficient detection algorithm of pilot spoofing attack in massive MIMO systems,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.160012Z

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 6825dc63-6b5b-4e0f-93cb-781427b5b84d · outbound

This paper cites Physical layer security in heterogeneous networks with pilot attack: A stochastic geometry ap- proach,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Physical layer security in heterogeneous networks with pilot attack: A stochastic geometry ap- proach,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.149756Z

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 b1361e73-6c20-4d83-905f-cbf7151d2747 · outbound

This paper cites Security enhancement for mobile edge computing through physical layer authentication,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Security enhancement for mobile edge computing through physical layer authentication,

Reference 27

Resolution: metadata mismatch; raw_fallback, observed 2026-08-05T22:40:11.375515Z

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 31a5c688-5e4b-479a-9322-03ea22f748c0 · outbound

This paper cites Deep con- volutional neural networks for massive MIMO fingerprint -based posi- tioning,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Deep con- volutional neural networks for massive MIMO fingerprint -based posi- tioning,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.139159Z

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 5f2dd45d-40e7-42cf-9150-9ad2876923af · outbound

This paper cites Deep Learning for TDD and FDD Mas- sive MIMO: Mapping Channels in Space and Frequency,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Deep Learning for TDD and FDD Mas- sive MIMO: Mapping Channels in Space and Frequency,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.128228Z

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 39b9409c-8a37-4fbd-92b5-55aae41e8aac · outbound

This paper cites Deep Transfer Learning-Based Downlink Channel Prediction for FDD Massive MIMO Systems,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Deep Transfer Learning-Based Downlink Channel Prediction for FDD Massive MIMO Systems,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.117767Z

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 7fc05646-a7bf-4eee-b66b-a6deb24a5134 · outbound

This paper cites Multilayer feedforward net- works are universal approximators,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Multilayer feedforward net- works are universal approximators,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.108297Z

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 4da1b80d-9374-4dd4-8151-8b97df13eb31 · outbound

This paper cites Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T22:40:10.512845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae2ec4ff-06ef-4c44-b175-aff23bb6e309 · outbound

This paper cites Conditional image generation with pixelcnn decod- ers,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Conditional image generation with pixelcnn decod- ers,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:13.082043Z

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 17942316-4942-4473-9e7a-a2718be335d9 · outbound

This paper cites V ariational autoencoders ,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things V ariational autoencoders ,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:12.864625Z

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 a2dcbc30-de43-4864-8b04-a85bf84c4c01 · outbound

This paper cites An architecture for deep, hierarchical generative mod- els,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things An architecture for deep, hierarchical generative mod- els,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:12.674121Z

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 4ee9b6ad-1ee7-47cd-89d8-d47fccc04161 · outbound

This paper cites Auto -encoding variational bayes,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Auto -encoding variational bayes,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:12.432827Z

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 43b207a2-d4f7-44ee-97be-c2bf137a74a6 · outbound

This paper cites Evaluation: from precision, recall and F-measure to ROC, informedness, markedness and correlation.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Evaluation: from precision, recall and F-measure to ROC, informedness, markedness and correlation

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T22:40:10.871728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c9ce56f-f97f-478d-bf69-6084a339cf6b · outbound

This paper cites Industrial Wireless Systems: Radio Propagation Meas- urements,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things Industrial Wireless Systems: Radio Propagation Meas- urements,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:12.239274Z

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 5de88ed2-28ad-402f-8257-20c440e4002f · outbound

This paper cites NIST channel sounder overview and channel meas- urements in manufacturing facilities,.

Physical Layer Authentication Based on Hierarchical Variational Auto-Encoder for Industrial Internet of Things NIST channel sounder overview and channel meas- urements in manufacturing facilities,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T22:40:11.962239Z

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

No inbound Pith citation observations are available.