Paper Citation Record · LEDGER

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications

As of 21 August 2026, this Paper Citation Record lists 84 of 84 outbound references and 2 inbound Pith citation observations for arXiv:2504.16972.

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

pith.paper-citation-record.v1
2504.16972 v2

Coverage vector

measured 84 of 84 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T10:58:55.580663Z

measured 86 of 86 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:45:05.252052Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-13T18:53:08.586903Z

Reference resolution

84 of 84 outbound references displayed

verified exact28
verified fuzzy6
unresolved44
parse uncertain0
malformed identifier0
metadata mismatch6

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 92a90355-0489-44c8-a5a9-d3fe447b480e · outbound

This paper cites and Xu, Y.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Xu, Y

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.262969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bee6b514-bd61-4e9c-aa9c-31157a6774d5 · outbound

This paper cites and Guo, W.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Guo, W

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.268172Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 05073ba8-085e-4f36-be55-2d183a162ce4 · outbound

This paper cites (2024) A Survey of Visual Transformers.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications (2024) A Survey of Visual Transformers

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.272311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b0e8c6f-afa4-4b42-a76b-84ea5a9bfb2d · outbound

This paper cites and Chelvan, I.T.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Chelvan, I.T

Reference 4

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.941788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b51c5225-7f0c-447a-914c-2a5cecc15c4f · outbound

This paper cites Masked Transformer for Electrocardiogram Classification.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications Masked Transformer for Electrocardiogram Classification

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.279577Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a64be500-d99c-4d17-93e0-3eec69888da8 · outbound

This paper cites and Veloso, M.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Veloso, M

Reference 7

Resolution: metadata mismatch; raw_fallback, observed 2026-08-16T10:58:58.027160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 568f38d4-1bee-46fa-9d19-2fc4589de5ce · outbound

This paper cites Comparison of Autoencoder Encodings for ECG Representation in Downstream Prediction Tasks.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications Comparison of Autoencoder Encodings for ECG Representation in Downstream Prediction Tasks

Reference 8

Resolution: verified exact; local_arxiv, observed 2026-08-16T10:58:57.971365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3b1ad9bb-508d-4d3d-bb9d-225ca66bc217 · outbound

This paper cites and Hosseini, M.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Hosseini, M

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.293974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fda76301-1e25-4817-8a07-2ea3e640efc3 · outbound

This paper cites Positional Encoding in Transformer-Based Time Series Models: A Survey.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications Positional Encoding in Transformer-Based Time Series Models: A Survey

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.297632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eef73d08-20fe-4efc-aa0a-5f9b5c81bd2a · outbound

This paper cites (2024) Securing the IoT Cyber Environment: Enhancing Intrusion Anomaly Detection with Vision Transformers.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications (2024) Securing the IoT Cyber Environment: Enhancing Intrusion Anomaly Detection with Vision Transformers

Reference 12

Resolution: metadata mismatch; raw_fallback, observed 2026-08-16T10:58:57.893743Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b832b6b8-f87a-499c-85b0-a9c333590390 · outbound

This paper cites (1967) Some Methods for Classification and Analysis of Multivariate Observations.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications (1967) Some Methods for Classification and Analysis of Multivariate Observations

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.308450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eaa7de97-4f18-40da-9a67-866d0cc250e8 · outbound

This paper cites and Xu, X.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Xu, X

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.311828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8474f4a8-8683-4c12-b539-3ae09537af22 · outbound

This paper cites and Wang, X.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Wang, X

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.314953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d9a90db-08e3-434d-b331-0232ba666078 · outbound

This paper cites (2022) Abnormal ECG De- tection Based on an Adversarial Autoencoder.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications (2022) Abnormal ECG De- tection Based on an Adversarial Autoencoder

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.318474Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dba765c0-a9cf-44a8-9b0c-b08427ef31d7 · outbound

This paper cites and Wu, B.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Wu, B

Reference 17

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.926190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2a823d67-4c02-4707-ab5f-ed4f0e76b238 · outbound

This paper cites (2025) A Convolutional Autoencoder Framework for ECG Signal Analysis.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications (2025) A Convolutional Autoencoder Framework for ECG Signal Analysis

Reference 18

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.916666Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 86636d6a-a444-4144-9cfc-1b7964bc4ba6 · outbound

This paper cites and Biswas, U.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Biswas, U

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.329221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbe22194-7c92-428e-8b64-83d88681eafa · outbound

This paper cites and Hussen, S.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Hussen, S

Reference 20

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.906631Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation af63839c-2fb3-4758-ad3d-5de6817a794d · outbound

This paper cites and Ren, Y.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Ren, Y

Reference 21

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.897012Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a2e037b4-df33-416d-b056-9d74ecd23711 · outbound

This paper cites and Giryes, R.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Giryes, R

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.339169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3801bad3-ae19-4543-a529-8581d73cbfba · outbound

This paper cites and Yu, Y.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Yu, Y

Reference 23

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.882153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d595c64a-329c-4d76-93d7-5ef9055b210d · outbound

This paper cites DenoMAE: A Multimodal Autoencoder for Denoising Modulation Signals.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications DenoMAE: A Multimodal Autoencoder for Denoising Modulation Signals

Reference 24

Resolution: verified exact; local_arxiv, observed 2026-08-16T10:58:57.678052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7edf55c7-704e-4749-9605-08608f1d4d0a · outbound

This paper cites and Sun, Y.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Sun, Y

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.349600Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35bea70a-95ce-4b17-926b-ecb0b95c656f · outbound

This paper cites Recent Advances in Autoencoder-Based Representation Learning.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications Recent Advances in Autoencoder-Based Representation Learning

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.359949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 145a9a6f-11b7-465a-a6a6-0cef4685684a · outbound

This paper cites Auto-Encoding Variational Bayes.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications Auto-Encoding Variational Bayes

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.363579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a184b4f8-c21a-43c0-844a-6ee2a6e76981 · outbound

This paper cites (2023) A Foun- dational Vision Transformer Improves Diagnostic Performance for Electrocardio- grams.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications (2023) A Foun- dational Vision Transformer Improves Diagnostic Performance for Electrocardio- grams

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.367235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6e2c92f-4cab-44bc-9ea6-82294cbc9403 · outbound

This paper cites (2022) Inter-Patient Con- gestive Heart Failure Detection Using ECG-Convolution-Vision Transformer Net- work.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications (2022) Inter-Patient Con- gestive Heart Failure Detection Using ECG-Convolution-Vision Transformer Net- work

Reference 30

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.856686Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ce287a04-b9cf-427e-a6bd-8d463d7ca1c8 · outbound

This paper cites and Roy, A.M.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Roy, A.M

Reference 31

Resolution: metadata mismatch; raw_fallback, observed 2026-08-16T10:58:57.648224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 64599b38-0456-4330-8bf3-9505b4b7b28f · outbound

This paper cites Uncovering the structure of clinical EEG signals with self-supervised learning.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications Uncovering the structure of clinical EEG signals with self-supervised learning

Reference 32

Resolution: verified exact; local_arxiv, observed 2026-08-16T10:58:57.589056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7adf0b39-1e42-40f1-b49c-52582e6ee8bd · outbound

This paper cites and Acharya, U.R.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Acharya, U.R

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.381511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d5657f7-1f2e-471c-af92-18294d81224a · outbound

This paper cites (2023) Utilization of Temporal Autoencoder for Semi-Supervised Intracranial EEG Cluster- ing and Classification.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications (2023) Utilization of Temporal Autoencoder for Semi-Supervised Intracranial EEG Cluster- ing and Classification

Reference 34

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.845649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4fdb3e41-bc7d-4d56-b299-4d43c8a511f6 · outbound

This paper cites and Sayeh, M.R.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Sayeh, M.R

Reference 35

Resolution: metadata mismatch; raw_fallback, observed 2026-08-16T10:58:57.522897Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 94565427-0fdc-4edd-baf5-34ebc93fa399 · outbound

This paper cites and Ahmed, S.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Ahmed, S

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.391775Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef8c53fa-0ea3-48a5-b0d3-7d98e8573230 · outbound

This paper cites and Yoon, D.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Yoon, D

Reference 37

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.834980Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 02dfb00b-9180-4e87-a157-96c688e00c8f · outbound

This paper cites and Ella Hassanien, A.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Ella Hassanien, A

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.398910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2990b14-32b3-488b-9b87-2b6828a2b9d2 · outbound

This paper cites and Muller-Putz, G.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Muller-Putz, G

Reference 39

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.824678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 69ed08f1-dfe2-4da2-ad26-adc8ad676400 · outbound

This paper cites (2024) Applying Masked Autoencoder-Based Self-Supervised Learning for High-Capability Vision Transformers of Electrocardiographies.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications (2024) Applying Masked Autoencoder-Based Self-Supervised Learning for High-Capability Vision Transformers of Electrocardiographies

Reference 41

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.814549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation df1a79cb-f483-4236-9c48-266964125ba7 · outbound

This paper cites and Yan, X.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Yan, X

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.413036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 76d087c8-0b4c-4d07-93ed-0cddf9a7ce1e · outbound

This paper cites Harnessing Vision Models for Time Series Analysis: A Survey.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications Harnessing Vision Models for Time Series Analysis: A Survey

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.416461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e6153aa1-2257-4437-8d39-31ba20d33a3e · outbound

This paper cites and Yang, C.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Yang, C

Reference 44

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.804912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 338f9dc1-cb33-456f-a99c-f46eec02b570 · outbound

This paper cites and Zafeiriou, S.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Zafeiriou, S

Reference 45

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-16T10:58:57.351607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6cf5a6a3-b41d-4e16-ba08-1cba4b9177dc · outbound

This paper cites (2024) FreqMAE: Fre- quency-Aware Masked Autoencoder for Multi-Modal IoT Sensing.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications (2024) FreqMAE: Fre- quency-Aware Masked Autoencoder for Multi-Modal IoT Sensing

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.428523Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79665246-8067-4938-bf46-10172f5e5e64 · outbound

This paper cites and Núñez, F.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Núñez, F

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.432184Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cb3640f-e2f3-4018-b5ea-e4f0da3d4c04 · outbound

This paper cites and Welch, I.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Welch, I

Reference 48

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.795432Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ff73d7bc-f33e-40be-abd9-7c8f44c9865e · outbound

This paper cites and Xie, L.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Xie, L

Reference 49

Resolution: verified exact; raw_fallback, observed 2026-08-16T10:58:57.221356Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7ac7ddc9-1474-482d-bf06-b860a7c0d523 · outbound

This paper cites and Sakhnini, D.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Sakhnini, D

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.443724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 82a8adf8-866c-4d58-907d-e5683c798a30 · outbound

This paper cites and Qi, P.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Qi, P

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.447866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b43024e-c156-43cc-a637-f574db7f1653 · outbound

This paper cites and Lynar, T.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Lynar, T

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.451941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ee4dd8b-9f4d-4361-9bd3-1913c63315b9 · outbound

This paper cites and Hamdaoui, B.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Hamdaoui, B

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.455514Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad77370b-ee84-4c5b-83d3-da6c81cb6d4b · outbound

This paper cites and Yang, Q.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Yang, Q

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:58:58.207958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 47a5fe43-8306-4781-9a5f-312388572caf · outbound

This paper cites and Wang, D.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Wang, D

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.466691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a741bf35-1084-40aa-8659-06f3fca103ac · outbound

This paper cites and Desai, A.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Desai, A

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:58:58.197499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e7dfe38e-4801-4e55-bbc6-92b2024be0ce · outbound

This paper cites and Park, J.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Park, J

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:58:58.188219Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3dc8e038-b745-42cb-a0a2-ed26f54d2cd9 · outbound

This paper cites and Choi, Y.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Choi, Y

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.477418Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 980656db-a836-4973-9945-940d9b6451dc · outbound

This paper cites and Erer, I.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Erer, I

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.480487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6e3d977b-1ea1-4ad3-9ddc-783caf2bc09f · outbound

This paper cites and Bovolo, F.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Bovolo, F

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.483678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7bc13ff8-3356-4c61-b783-b21d2ceff5bc · outbound

This paper cites and Zou, B.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Zou, B

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.486941Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 180e4e75-3357-4075-8810-331882883f61 · outbound

This paper cites and Xu, D.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Xu, D

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.490158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4493358f-5819-415b-8d1f-bf5010f8d0c9 · outbound

This paper cites and Wang, X.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Wang, X

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.493584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c0b3b06a-526e-4e9c-8adf-5fa22a7e6f57 · outbound

This paper cites and Ovarlez, J.P.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Ovarlez, J.P

Reference 65

Resolution: verified exact; raw_fallback, observed 2026-08-16T10:58:56.520794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5aafe33a-977b-4a5b-a650-4c12857f6696 · outbound

This paper cites and Xu, S.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Xu, S

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.500584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0948b53a-40fe-4908-b09a-84a7770c7b19 · outbound

This paper cites (2024) Semi-Supervised FMCW Radar Hand Gesture Recognition via Pseudo-Label Consistency Learning.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications (2024) Semi-Supervised FMCW Radar Hand Gesture Recognition via Pseudo-Label Consistency Learning

Reference 68

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.785098Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2391649e-3003-4d5a-9443-e8944990a426 · outbound

This paper cites and Han, C.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Han, C

Reference 69

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.773515Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4830923a-37f1-4426-af75-2e1f20dc20b1 · outbound

This paper cites and Bruzzone, L.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Bruzzone, L

Reference 70

Resolution: metadata mismatch; raw_fallback, observed 2026-08-16T10:58:56.405964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation eb09f48d-ac63-45fe-bbaf-b9b8ad315e83 · outbound

This paper cites and Steinbach, E.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Steinbach, E

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.518658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf0edaa4-07f0-4501-99cd-9d98db8585da · outbound

This paper cites and Huang, W.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Huang, W

Reference 72

Resolution: metadata mismatch; raw_fallback, observed 2026-08-16T10:58:56.291866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1dd67eb1-c4dc-427b-9699-5699d9a90aa2 · outbound

This paper cites and Liu, H.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Liu, H

Reference 73

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.762290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ddf599e5-e0b6-4653-b3e3-f921aa8e3796 · outbound

This paper cites and Zhu, X.X.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Zhu, X.X

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.529934Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90cabf0b-18db-4210-8396-d6df8ccf9eae · outbound

This paper cites and Veeravalli, B.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Veeravalli, B

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.533256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de9f29a3-4629-45eb-b5bd-0da35a266cd8 · outbound

This paper cites (2024) MAPM: PolSAR Image Classification with Masked Autoencoder Based on Position Prediction and Memory Tokens.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications (2024) MAPM: PolSAR Image Classification with Masked Autoencoder Based on Position Prediction and Memory Tokens

Reference 76

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.751503Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation aaa588b7-5b17-4185-b931-73356c1a7d50 · outbound

This paper cites and Fan, Y.Y.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Fan, Y.Y

Reference 77

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.739791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation ac6b4677-d0b7-496a-bc0c-848519923974 · outbound

This paper cites Digital Signal Processing Using Deep Neural Networks.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications Digital Signal Processing Using Deep Neural Networks

Reference 78

Resolution: verified exact; local_arxiv, observed 2026-08-16T10:58:56.127202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b9b1db06-dc75-4273-b891-4ebcafaf5754 · outbound

This paper cites and Wang, J.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Wang, J

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.546800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17ced6a9-29b3-449c-b03b-a6f984c74c15 · outbound

This paper cites and Chaaban, A.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Chaaban, A

Reference 80

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.728938Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c31714d4-0f14-4b6a-98a6-28449ad9edf0 · outbound

This paper cites and Guo, L.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Guo, L

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.553683Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da0c0b86-f872-4a3c-b98e-beb5983cf9f4 · outbound

This paper cites and Yao, Y.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Yao, Y

Reference 82

Resolution: verified exact; raw_fallback, observed 2026-08-16T10:58:58.088973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c13a7c70-b140-4c76-a2bb-88533f106ddb · outbound

This paper cites and Wang, K.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Wang, K

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.559977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93c439d5-85e0-48c6-8305-072fc9686ca0 · outbound

This paper cites and Zhu, Y.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Zhu, Y

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.563195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adaa1954-0f9d-48f8-a322-cc536d3e6d06 · outbound

This paper cites and Patel, A.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Patel, A

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:58:58.178989Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 965ae9cf-71f6-49bb-99ee-93673b032086 · outbound

This paper cites and Park, S.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and Park, S

Reference 86

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:58:58.169680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 07bc54bc-c3e8-4af1-bdc3-e91602e7472d · outbound

This paper cites Few-Shot Radar Signal Recognition through Self-Supervised Learning and Radio Frequency Domain Adaptation.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications Few-Shot Radar Signal Recognition through Self-Supervised Learning and Radio Frequency Domain Adaptation

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.573371Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20c8f71c-643f-4b92-95e7-0a1effcec5c9 · outbound

This paper cites and das Chagas Moura, M.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications and das Chagas Moura, M

Reference 88

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T10:58:58.159906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 07064696-2da6-4b9d-bb7a-2080a84c5e6d · outbound

This paper cites an unresolved cited work.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications Unresolved cited work

Reference 1128

Resolution: unresolved; no resolver link, observed 2026-08-16T10:58:55.580663Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dedee9a3-79e4-4417-9d8e-42fd91bae93b · outbound

This paper cites an unresolved cited work.

Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications Unresolved cited work

Reference 3408

Resolution: verified exact; doi, observed 2026-08-16T10:58:55.872624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

Observation fdd79389-598c-4611-8054-367327a7cff9 · inbound

Sanitizing Manufacturing Dataset Labels Using Vision-Language Models cites this paper.

Sanitizing Manufacturing Dataset Labels Using Vision-Language Models Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-06T21:45:05.252052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2257736-25ba-43fb-9064-b89b049d40a4 · inbound

Foundation Models Defining A New Era In Sensor-based Human Activity Recognition: A Survey And Outlook cites this paper.

Foundation Models Defining A New Era In Sensor-based Human Activity Recognition: A Survey And Outlook Unsupervised Time-Series Signal Analysis with Autoencoders and Vision Transformers: A Review of Architectures and Applications

Reference 1

Resolution: verified exact; arxiv_id, observed 2026-05-13T18:53:08.588403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.