Paper Citation Record · LEDGER

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection

As of 22 August 2026, this Paper Citation Record lists 63 of 63 outbound references and 1 inbound Pith citation observation for arXiv:2505.15205.

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

pith.paper-citation-record.v1
2505.15205 v2

Coverage vector

measured 63 of 63 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:26:07.772579Z

measured 64 of 64 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T21:19:12.655706Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T14:25:47.015748Z

Reference resolution

63 of 63 outbound references displayed

verified exact1
verified fuzzy50
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 96208571-217e-4a43-a11d-eb6770fc9298 · outbound

This paper cites an unresolved cited work.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:00.790672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0007495c-b0e5-4121-9c6e-4b3ed20e9e30 · outbound

This paper cites Flamingo: a visual language model for few-shot learning.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Flamingo: a visual language model for few-shot learning

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:16.506340Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ec119eba-b35d-4bcf-adf6-dffdf71640f7 · outbound

This paper cites Lawrence Zitnick.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Lawrence Zitnick

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:16.345947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b54e82f4-820d-4a44-bab0-74d2032671de · outbound

This paper cites The proactive brain: Using analogies and associations to generate predictions.Trends in Cognitive Sciences, 2007.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection The proactive brain: Using analogies and associations to generate predictions.Trends in Cognitive Sciences, 2007

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:16.207439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f72f423d-6da4-431a-a66e-d995f98426ab · outbound

This paper cites Marius Zöllner.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Marius Zöllner

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:16.091857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 79f88e58-63cb-4134-ad86-2b4a9e45ad5b · outbound

This paper cites Perception Encoder: The best visual embeddings are not at the output of the network.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Perception Encoder: The best visual embeddings are not at the output of the network

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:01.924722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2a5c5c3c-c93c-47a7-862a-75170c0e60ef · outbound

This paper cites Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared Kaplan, Prafulla Dhariwal, Arvind Neelakantan, et al.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared Kaplan, Prafulla Dhariwal, Arvind Neelakantan, et al

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:15.887914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 04ccb373-8479-440d-b899-ad14804dc660 · outbound

This paper cites an unresolved cited work.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Unresolved cited work

Reference 8

Resolution: verified exact; raw_fallback, observed 2026-08-07T15:26:08.027442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9378b8f5-359b-4e47-a14f-c71e2cd8e8fc · outbound

This paper cites Mgfn: magnitude-contrastive glance-and-focus network for weakly-supervised video anomaly detection.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Mgfn: magnitude-contrastive glance-and-focus network for weakly-supervised video anomaly detection

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:15.731925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 530f22f5-ba17-4ae1-9e0d-017e156fba8f · outbound

This paper cites Towards multi-domain learning for generalizable video anomaly detection.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Towards multi-domain learning for generalizable video anomaly detection

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:15.537832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b9eb38d5-2596-4df7-ac43-0b4fcf3f1e58 · outbound

This paper cites Think you have solved the ai2 reasoning challenge? reconsidering the arc dataset.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Think you have solved the ai2 reasoning challenge? reconsidering the arc dataset

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:15.313694Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4e21a1d2-52b1-470a-8bce-8838b288b100 · outbound

This paper cites an unresolved cited work.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:26:15.168762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b1966af1-674e-48a6-a03b-62816fb879d5 · outbound

This paper cites Mcanet: Multimodal caption aware training-free video anomaly detection via large language model.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Mcanet: Multimodal caption aware training-free video anomaly detection via large language model

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:15.000225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 64b03a3c-006b-4cf7-a7ea-09ffc402bd27 · outbound

This paper cites A theory of cortical responses.Philosophical Transactions of the Royal Society B, 2005.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection A theory of cortical responses.Philosophical Transactions of the Royal Society B, 2005

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:14.818959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 28346a36-0139-4a93-9675-a3db0bf4e3b5 · outbound

This paper cites Imagebind: One embedding space to bind them all.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Imagebind: One embedding space to bind them all

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:02.567508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4da76826-0690-438d-817f-08b9c2fb30ee · outbound

This paper cites Gong andet al.Anomalyclip: Object-agnostic prompt learning for zero-shot anomaly detection.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Gong andet al.Anomalyclip: Object-agnostic prompt learning for zero-shot anomaly detection

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:14.625485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 49bc9d03-2bb3-4992-a0d1-f684ce7a5eec · outbound

This paper cites Making the V in VQA matter: Elevating the role of image understanding in visual question answering.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Making the V in VQA matter: Elevating the role of image understanding in visual question answering

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:14.455017Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fd3f87b8-1657-4f98-a2d0-580959588cd5 · outbound

This paper cites Video Surveillance Market Size, Share & Trends Analy- sis Report By Component, By Deployment Mode, By Application, By Region – Global Forecast to 2030.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Video Surveillance Market Size, Share & Trends Analy- sis Report By Component, By Deployment Mode, By Application, By Region – Global Forecast to 2030

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:14.260441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation ab72d20f-c356-4942-a0e4-f42973e00558 · outbound

This paper cites Roy-Chowdhury, and Larry S.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Roy-Chowdhury, and Larry S

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:14.114010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 46ef4176-16eb-4b0e-bb72-fae1dc3825cb · outbound

This paper cites Hudson and Christopher D.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Hudson and Christopher D

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:13.946869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation bb0559dd-969d-4c54-8a5e-755a0c3683d1 · outbound

This paper cites InICIP, 2023.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection InICIP, 2023

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:13.812676Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 49d6b9d4-8dee-4e49-a805-bb81ffc42192 · outbound

This paper cites Triviaqa: Alargescaledistantlysupervised challenge dataset for reading comprehension.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Triviaqa: Alargescaledistantlysupervised challenge dataset for reading comprehension

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:13.654456Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 4709f979-d52b-446d-a871-958519c25f7c · outbound

This paper cites Karim, V.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Karim, V

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:13.598967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 24c0e5e8-92b8-4005-9b64-a48aa8c3bcfa · outbound

This paper cites Naturalquestions: abenchmarkforquestionansweringresearch.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Naturalquestions: abenchmarkforquestionansweringresearch

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:13.495486Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation cdebf8d1-46a9-4e28-9a61-5ca269602119 · outbound

This paper cites Blip-2: Bootstrappinglanguage-imagepre-training with frozen image encoders and large language models.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Blip-2: Bootstrappinglanguage-imagepre-training with frozen image encoders and large language models

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:13.413359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 98a66828-1d3b-4700-8583-3da3c82bdd60 · outbound

This paper cites Self-training multi-sequence learning with transformer for weakly supervised video anomaly detection.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Self-training multi-sequence learning with transformer for weakly supervised video anomaly detection

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:13.320398Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7c86a3c6-4c4f-4d86-8adb-bd455c512c8d · outbound

This paper cites Multi-modal Preference Alignment Remedies Degradation of Visual Instruction Tuning on Language Models.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Multi-modal Preference Alignment Remedies Degradation of Visual Instruction Tuning on Language Models

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:03.561471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0292f319-bcc5-469e-8221-50909ac09425 · outbound

This paper cites Improved baselines with visual instruction tuning, 2023.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Improved baselines with visual instruction tuning, 2023

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:03.626956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cbbe863-d73f-4f8b-a78b-a0f0211f323f · outbound

This paper cites Visual instruction tuning.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Visual instruction tuning

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:13.237103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation f83ef35d-b648-4c4c-a985-c6221cf22cb4 · outbound

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

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Abnormal event detection at 150 fps in matlab

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:13.142065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 72d17034-5276-4171-81d6-3c21d2770960 · outbound

This paper cites OK-VQA: A visual question answering benchmark requiring external knowledge.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection OK-VQA: A visual question answering benchmark requiring external knowledge

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:13.061321Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 17042c45-d3f2-4701-acab-6b94d6631639 · outbound

This paper cites Micorek, M.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Micorek, M

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:12.979272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 2d7ac22f-d0c4-4775-9b55-e3c8665990e4 · outbound

This paper cites Gpt-4o: Openai’s omnimodal model.https://openai.com/index/gpt-4o, 2024.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Gpt-4o: Openai’s omnimodal model.https://openai.com/index/gpt-4o, 2024

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:12.817480Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation d036338b-e762-4bc1-9664-b7603b182739 · outbound

This paper cites Wainwright, Pamela Mishkin, Chong Zhang, SandhiniAgarwal,etal.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Wainwright, Pamela Mishkin, Chong Zhang, SandhiniAgarwal,etal

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:12.605332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b21e971d-7b49-4755-96fa-6e8c3b78d609 · outbound

This paper cites The lambada dataset: Word prediction requiring a broad discourse context.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection The lambada dataset: Word prediction requiring a broad discourse context

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:12.380705Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 7dea8ae9-4cc9-4ba5-8efc-f3a55168d85c · outbound

This paper cites Grounding multimodal large language models to the world.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Grounding multimodal large language models to the world

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:05.674556Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34e4b268-a4c3-4f9d-bc35-667e4bce7046 · outbound

This paper cites Towards total recall in industrial anomaly detection.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Towards total recall in industrial anomaly detection

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:12.158338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 75529789-59b8-4868-b376-abf8a940b8c0 · outbound

This paper cites EventVAD: Training-Free Event-Aware Video Anomaly Detection.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection EventVAD: Training-Free Event-Aware Video Anomaly Detection

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:05.871085Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb603d6a-662e-4adb-8b9f-22de9d284094 · outbound

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

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Real-world anomaly detection in surveillance videos

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:11.974425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8f15457b-3c8e-4f00-86b2-502b97a0c78c · outbound

This paper cites de Lange.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection de Lange

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:11.776519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 327b1921-099c-4c96-842c-007db0406913 · outbound

This paper cites Commonsenseqa: A question answering challenge targeting commonsense knowledge.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Commonsenseqa: A question answering challenge targeting commonsense knowledge

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:11.660285Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c7572d53-c1d2-4e87-ad7f-9eb6cd8de015 · outbound

This paper cites Rareanom: A benchmark video dataset for rare type anomalies.PR, 2023.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Rareanom: A benchmark video dataset for rare type anomalies.PR, 2023

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:11.450751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9b241a98-7617-4b19-b7ba-fecf1b730ef0 · outbound

This paper cites Dyannet: A scene dynamicity guided self-trained video anomaly detection network.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Dyannet: A scene dynamicity guided self-trained video anomaly detection network

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:11.364403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 60fd478a-0664-4fcb-b254-463710a5d22f · outbound

This paper cites Verjans, and Gustavo Carneiro.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Verjans, and Gustavo Carneiro

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:11.267444Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e606de33-f697-41d8-ac3e-d98db7baa5ba · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:06.345399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a41bdc8f-346b-4076-b1e3-bbe0688653b9 · outbound

This paper cites Unsupervised video anomaly detection with diffusion models conditioned on compact motion representations.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Unsupervised video anomaly detection with diffusion models conditioned on compact motion representations

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:11.114063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1be81315-9f3b-41d7-8877-bb8dac5a3fc3 · outbound

This paper cites Exploring diffusion models for unsupervised video anomaly detection.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Exploring diffusion models for unsupervised video anomaly detection

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:10.865213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8f959e06-bb7c-4646-a351-f9bd99f3e038 · outbound

This paper cites Gods: Generalizedone-classdiscriminativesubspacesforanomalydetection.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Gods: Generalizedone-classdiscriminativesubspacesforanomalydetection

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:10.541191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 83d29d0a-916e-4879-bede-19ae237982e2 · outbound

This paper cites Chi, Quoc V.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Chi, Quoc V

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:10.238448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5cbd76d6-0cc9-4506-b081-2345e5ca5cc8 · outbound

This paper cites Le, and Ed H.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Le, and Ed H

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:10.001829Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 9634c412-35ef-43a3-8e5d-6fc4d34d922e · outbound

This paper cites Le, and Ed H.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Le, and Ed H

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:09.740583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation c4732f2c-132b-4ff9-b52b-8a884328fbf5 · outbound

This paper cites Self-supervised sparse representation for video anomaly detection.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Self-supervised sparse representation for video anomaly detection

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:09.509517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 995c4ead-079d-4025-b6b8-3f0f8f8e6be7 · outbound

This paper cites Learning causal temporal relation and feature discrimination for anomaly detection.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Learning causal temporal relation and feature discrimination for anomaly detection

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:09.276487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 0c8d42a4-6a02-4488-8f7f-4efec4c3bf9d · outbound

This paper cites Not only look, but also listen: Learning multimodal violence detection under weak supervision.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Not only look, but also listen: Learning multimodal violence detection under weak supervision

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:09.000586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 46459506-e7e3-4ed3-8fb4-6b877a267c02 · outbound

This paper cites Vadclip: Adapting vision-language models for weakly supervised video anomaly detection.AAAI, 2024.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Vadclip: Adapting vision-language models for weakly supervised video anomaly detection.AAAI, 2024

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:08.943576Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation de20c746-4aaf-4b62-82c3-1ee69d9cea9b · outbound

This paper cites AVadCLIP: Audio-Visual Collaboration for Robust Video Anomaly Detection.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection AVadCLIP: Audio-Visual Collaboration for Robust Video Anomaly Detection

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:07.172721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 874ca018-7f9b-4b8f-9fd7-7b56b425d155 · outbound

This paper cites Wu andet al.Open-vocabulary video anomaly detection.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Wu andet al.Open-vocabulary video anomaly detection

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:08.753544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b2f4c227-106b-434c-82e3-dbbe989bbd52 · outbound

This paper cites VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:07.334149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2eaa12ce-e127-4438-a27d-9779bad97c77 · outbound

This paper cites Generative cooperative learning for unsupervised video anomaly detection.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Generative cooperative learning for unsupervised video anomaly detection

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:08.507255Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 08070606-b061-4cc2-a220-61fd1aff30cb · outbound

This paper cites Harnessing large language models for training-free video anomaly detection.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Harnessing large language models for training-free video anomaly detection

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:08.452375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a3d3c44f-8fc4-4c6f-831e-0a404d26ba00 · outbound

This paper cites Holmes-VAD: Towards Unbiased and Explainable Video Anomaly Detection via Multi-modal LLM.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Holmes-VAD: Towards Unbiased and Explainable Video Anomaly Detection via Multi-modal LLM

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:07.601982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc3342bf-ccc7-460d-8616-cfa6442b1f26 · outbound

This paper cites Temporal convolutional network with complementary inner bag loss for weakly supervised anomaly detection.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Temporal convolutional network with complementary inner bag loss for weakly supervised anomaly detection

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:08.378417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 6e160891-dfd9-4fd6-a9b1-7271674080ae · outbound

This paper cites Video anomaly detection for smart surveillance.

Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection Video anomaly detection for smart surveillance

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:26:08.226942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation 419b037d-e4db-41ec-96b2-d387bd818825 · inbound

LATERN: Test-Time Context-Aware Explainable Video Anomaly Detection cites this paper.

LATERN: Test-Time Context-Aware Explainable Video Anomaly Detection Flashback: Memory-Driven Zero-shot, Real-time Video Anomaly Detection

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-07-01T14:25:47.017365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.