Paper Citation Record · LEDGER

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection

As of 12 August 2026, this Paper Citation Record lists 57 of 57 outbound references and 2 inbound Pith citation observations for arXiv:2412.03044.

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

pith.paper-citation-record.v1
2412.03044 v2

Coverage vector

measured 57 of 57 reference resolution

Typed states for the displayed outbound observations.

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One-hop event checks from named stored sources.

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measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T12:34:00.714194Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T17:16:40.068532Z

Reference resolution

57 of 57 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6a4a2db0-064d-48d9-88d9-b869f8f84602 · outbound

This paper cites Appearance-motion memory consistency network for video anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Appearance-motion memory consistency network for video anomaly detection,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:19.131537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8a4421fc-3699-4e2d-bec7-20a8e51309ca · outbound

This paper cites Video anomaly detection with sparse coding inspired deep neural networks,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Video anomaly detection with sparse coding inspired deep neural networks,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:19.122028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7af90325-63cc-4948-94da-bef694eaaea5 · outbound

This paper cites Gaussian process regression-based video anomaly detection and localization with hierar- chical feature representation,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Gaussian process regression-based video anomaly detection and localization with hierar- chical feature representation,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:19.112899Z

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Observation db28239b-0355-4e7c-9fcd-9b2d37533fd9 · outbound

This paper cites Video anomaly detection with compact feature sets for online performance,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Video anomaly detection with compact feature sets for online performance,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:19.102849Z

Source-reported events for the cited work

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Observation ebc34626-af93-40bd-9d0a-3b446b282cf4 · outbound

This paper cites Detection of dynamic background due to swaying movements from motion features,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Detection of dynamic background due to swaying movements from motion features,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:19.092156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1f6de71a-d719-4253-9ea3-ff305a70584b · outbound

This paper cites Ubnormal: New benchmark for supervised open-set video anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Ubnormal: New benchmark for supervised open-set video anomaly detection,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:19.080571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 85e9c05b-4c54-4bcb-80d8-e62ecc694385 · outbound

This paper cites Learning regularity in skeleton trajectories for anomaly detection in videos,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Learning regularity in skeleton trajectories for anomaly detection in videos,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:19.069600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 61e6b88c-f262-49fd-b770-ca7a0ebb44d2 · outbound

This paper cites Multimodal motion conditioned diffusion model for skeleton-based video anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Multimodal motion conditioned diffusion model for skeleton-based video anomaly detection,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:19.057908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 49773a40-44aa-489b-8f36-996e7d7d6f9a · outbound

This paper cites Video anomaly detection via spatio- temporal pseudo-anomaly generation: A unified approach,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Video anomaly detection via spatio- temporal pseudo-anomaly generation: A unified approach,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:19.046741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 90b367fa-7945-4193-ad4d-fc41e4b31d6f · outbound

This paper cites Unbiased multiple instance learning for weakly supervised video anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Unbiased multiple instance learning for weakly supervised video anomaly detection,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:19.036130Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 38401079-5cd2-4a32-88eb-425f64f7f567 · outbound

This paper cites Hierarchical semantic contrast for scene-aware video anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Hierarchical semantic contrast for scene-aware video anomaly detection,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:19.023117Z

Source-reported events for the cited work

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Observation 1c54963a-298f-4d82-acae-de9f19b15054 · outbound

This paper cites A new comprehensive bench- mark for semi-supervised video anomaly detection and anticipation,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection A new comprehensive bench- mark for semi-supervised video anomaly detection and anticipation,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:19.011570Z

Source-reported events for the cited work

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Observation 08d4e0ac-174e-4e03-ad80-baae7e06776c · outbound

This paper cites Video event restoration based on keyframes for video anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Video event restoration based on keyframes for video anomaly detection,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.999604Z

Source-reported events for the cited work

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Observation 8cf40eb1-a5c6-421e-acb3-efd6220bc1d6 · outbound

This paper cites Normalizing flows for human pose anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Normalizing flows for human pose anomaly detection,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.988198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2cd3e1ef-ca43-430a-bc96-4eea02932dc8 · outbound

This paper cites Skeletal video anomaly detection using deep learning: Survey, challenges, and future directions,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Skeletal video anomaly detection using deep learning: Survey, challenges, and future directions,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.974049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8b05a496-41cb-481d-80fc-5c669b079acf · outbound

This paper cites Deep 3d human pose estimation: A review,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Deep 3d human pose estimation: A review,

Reference 16

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Source-reported events for the cited work

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Observation 2bf9187d-8406-42f8-a0d0-105b297fb3fa · outbound

This paper cites Holistic representation learning for multitask trajectory anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Holistic representation learning for multitask trajectory anomaly detection,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.953672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation cc11b564-4141-4838-b448-3389b4969424 · outbound

This paper cites Multi- timescale trajectory prediction for abnormal human activity detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Multi- timescale trajectory prediction for abnormal human activity detection,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.941958Z

Source-reported events for the cited work

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Observation 7eb6c3d2-75c3-4e41-8725-d842553ca524 · outbound

This paper cites A kalman variational autoencoder model assisted by odometric clustering for video frame prediction and anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection A kalman variational autoencoder model assisted by odometric clustering for video frame prediction and anomaly detection,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.932529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3d3470b9-7d7c-491a-8f9f-55ceda37f87b · outbound

This paper cites Easynet: An easy network for 3d industrial anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Easynet: An easy network for 3d industrial anomaly detection,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.923004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 8af880ab-6041-47af-bdcc-46b9d8f4502e · outbound

This paper cites Look inside for more: Internal spatial modality perception for 3d anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Look inside for more: Internal spatial modality perception for 3d anomaly detection,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.912519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e11b91b8-ca25-43ef-9371-f66c1c339f40 · outbound

This paper cites Time series anomaly detection with adversarial reconstruction net- works,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Time series anomaly detection with adversarial reconstruction net- works,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.903086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 559edd74-6044-47a1-bccd-8ef62c5d9b68 · outbound

This paper cites Toward video anomaly retrieval from video anomaly detection: New benchmarks and model,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Toward video anomaly retrieval from video anomaly detection: New benchmarks and model,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.891979Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 382af316-2047-462e-9cce-0a8e97f63b68 · outbound

This paper cites Omni-frequency channel-selection representations for unsupervised anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Omni-frequency channel-selection representations for unsupervised anomaly detection,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.880566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f60bf475-7462-4d9f-8593-bb84d836bcf4 · outbound

This paper cites Advancing video anomaly detection: A bi-directional hybrid framework for enhanced single- and multi-task approaches,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Advancing video anomaly detection: A bi-directional hybrid framework for enhanced single- and multi-task approaches,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.869659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 714c82b7-5bb9-4f87-82d5-2fb52ec12298 · outbound

This paper cites Variational ab- normal behavior detection with motion consistency,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Variational ab- normal behavior detection with motion consistency,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.859452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1687324f-a656-4f17-87e4-c3ad94d4a484 · outbound

This paper cites Remembering history with convolutional lstm for anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Remembering history with convolutional lstm for anomaly detection,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.849324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0dc829cd-3332-4541-8ba7-8c051bdad7fc · outbound

This paper cites Synthetic temporal anomaly guided end-to-end video anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Synthetic temporal anomaly guided end-to-end video anomaly detection,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.838903Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 32aea240-f81f-4350-97f6-990452552a68 · outbound

This paper cites Learning not to reconstruct anomalies,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Learning not to reconstruct anomalies,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.828400Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 032eb112-b0b8-4cd8-ab43-1070085c0bec · outbound

This paper cites Learning temporal regularity in video sequences,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Learning temporal regularity in video sequences,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.816848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4ce6d4de-7f30-414b-88f3-c5185289c542 · outbound

This paper cites A revisit of sparse coding based anomaly detection in stacked rnn framework,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection A revisit of sparse coding based anomaly detection in stacked rnn framework,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.806421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9751b729-dc77-4f8b-999e-d7cf9c4125a5 · outbound

This paper cites Context recovery and knowledge retrieval: A novel two-stream framework for video anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Context recovery and knowledge retrieval: A novel two-stream framework for video anomaly detection,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.795958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fa2e95eb-3f4d-4c42-841b-9ec4c190ab42 · outbound

This paper cites Memorizing normality to detect anomaly: Memory-augmented deep autoencoder for unsupervised anomaly detec- tion,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Memorizing normality to detect anomaly: Memory-augmented deep autoencoder for unsupervised anomaly detec- tion,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.783026Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation eeb387c2-374b-4dd0-ab20-9b3122c67b88 · outbound

This paper cites Learning memory-guided normality for anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Learning memory-guided normality for anomaly detection,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.772751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 281dea3f-331f-45b3-b2a6-7fa81367063d · outbound

This paper cites A hybrid video anomaly detection framework via memory-augmented flow reconstruction and flow-guided frame prediction,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection A hybrid video anomaly detection framework via memory-augmented flow reconstruction and flow-guided frame prediction,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.761508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 043a487f-09c8-4309-b53b-80031790575a · outbound

This paper cites USDRL: Unified Skeleton-Based Dense Representation Learning with Multi-Grained Feature Decorrelation.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection USDRL: Unified Skeleton-Based Dense Representation Learning with Multi-Grained Feature Decorrelation

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T22:53:18.271508Z

Source-reported events for the cited work

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Observation 6c04e60c-837b-4dd2-964b-50fdd9a9af98 · outbound

This paper cites Sopo: Text-to-motion generation using semi-online preference optimization,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Sopo: Text-to-motion generation using semi-online preference optimization,

Reference 37

Resolution: verified exact; raw_fallback, observed 2026-08-11T22:53:18.523523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 1cdb3c2d-2695-4368-9196-deed70939afd · outbound

This paper cites Graph embedded pose clustering for anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Graph embedded pose clustering for anomaly detection,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.749668Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9f35b510-aa3d-4e33-b5a2-ff8f91bbb53e · outbound

This paper cites Contracting skeletal kinematics for human-related video anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Contracting skeletal kinematics for human-related video anomaly detection,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.739017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 634df175-b2ce-4f92-8a76-d89cf7f80231 · outbound

This paper cites A hierarchical spatio-temporal graph convolutional neural network for anomaly detec- tion in videos,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection A hierarchical spatio-temporal graph convolutional neural network for anomaly detec- tion in videos,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.726992Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 0652bdda-d0dd-4e9d-b193-ea72941851a5 · outbound

This paper cites Hi- erarchical graph embedded pose regularity learning via spatio-temporal transformer for abnormal behavior detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Hi- erarchical graph embedded pose regularity learning via spatio-temporal transformer for abnormal behavior detection,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.715816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7250567f-fdd6-4dbd-8df4-dbba1a030184 · outbound

This paper cites Regularity learning via explicit distribution modeling for skeletal video anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Regularity learning via explicit distribution modeling for skeletal video anomaly detection,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.704139Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation bb9868c2-0cbc-4e18-9314-a3b33dc786d4 · outbound

This paper cites Three-way decision-based co- detection for outliers,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Three-way decision-based co- detection for outliers,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.693535Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5d62baec-b786-4bf0-91c1-18f04ab94288 · outbound

This paper cites Fuzzy granule density-based outlier detection with multi-scale granular balls,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Fuzzy granule density-based outlier detection with multi-scale granular balls,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.682157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 4f0378ee-33f6-49e0-ba2a-a6e7208791f0 · outbound

This paper cites Explaining and harnessing adversarial examples,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Explaining and harnessing adversarial examples,

Reference 45

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Source-reported events for the cited work

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Observation 969fc46e-5021-4bfd-9f9a-fdc1d2d22662 · outbound

This paper cites Enhancing the reliability of out- of-distribution image detection in neural networks,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Enhancing the reliability of out- of-distribution image detection in neural networks,

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-11T22:53:18.308316Z

Source-reported events for the cited work

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Observation fe152dcf-a407-4653-876a-27a47e045819 · outbound

This paper cites Generalized odin: Detecting out-of-distribution image without learning from out-of-distribution data,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Generalized odin: Detecting out-of-distribution image without learning from out-of-distribution data,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.658642Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c378e572-6469-43ce-b154-7f75bdb3689f · outbound

This paper cites A mathematical analysis of the dct coefficient distributions for images,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection A mathematical analysis of the dct coefficient distributions for images,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.646893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2d51489e-6613-459a-b6e6-a3646839e819 · outbound

This paper cites Abnormal event detection at 150 fps in matlab,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Abnormal event detection at 150 fps in matlab,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.636457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9ff2c8f5-abad-483a-a43b-046094ccdad6 · outbound

This paper cites Posecvae: Anomalous human activity detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Posecvae: Anomalous human activity detection,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.625984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c7d4f1c4-3a75-4728-8103-86ffd4d42256 · outbound

This paper cites Future frame prediction network for video anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Future frame prediction network for video anomaly detection,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.614681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation ade095e8-e6a1-4594-9290-2768a2d9c330 · outbound

This paper cites Eval: Explainable video anomaly localization,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Eval: Explainable video anomaly localization,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.603578Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7c84c76c-94ca-4e1d-8f29-59a264e35c34 · outbound

This paper cites Open- vocabulary video anomaly detection,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Open- vocabulary video anomaly detection,

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-11T22:53:18.327839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7f522e5-3b8f-464b-82f7-929161cf045d · outbound

This paper cites Real-world anomaly detection in surveillance videos,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Real-world anomaly detection in surveillance videos,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.584237Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 975f982f-4be4-4f13-a876-16360f918dfa · outbound

This paper cites Anomaly detection in video via self- supervised and multi-task learning,.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Anomaly detection in video via self- supervised and multi-task learning,

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.572527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation a0120986-fd19-41ab-85b1-134c2894e1df · outbound

This paper cites Is space-time attention all you need for video understanding?.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Is space-time attention all you need for video understanding?

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T22:53:18.560035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9c1aa78a-f6b9-465d-a4d6-bc6e17e63516 · outbound

This paper cites an unresolved cited work.

Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection Unresolved cited work

Reference 139

Resolution: unresolved; raw_fallback, observed 2026-08-11T22:53:18.548042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Pith citing papers

Observation fa5f02d3-d080-4725-92f5-b8e32c86e954 · inbound

The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM cites this paper.

The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection

Reference 174

Resolution: unresolved; no resolver link, observed 2026-08-06T12:34:00.714194Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb9d58d2-31c7-4eea-9e41-ad5631acc10a · inbound

Action Hints: Semantic Typicality and Context Uniqueness for Generalizable Skeleton-based Video Anomaly Detection cites this paper.

Action Hints: Semantic Typicality and Context Uniqueness for Generalizable Skeleton-based Video Anomaly Detection Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-18T17:16:40.071765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.