Paper Citation Record · LEDGER

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought

As of 18 August 2026, this Paper Citation Record lists 94 of 94 outbound references and 6 inbound Pith citation observations for arXiv:2505.19877.

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

pith.paper-citation-record.v1
2505.19877 v1

Coverage vector

measured 94 of 94 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:09:16.669323Z

measured 100 of 100 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-14T04:15:47.172052Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T07:36:13.968526Z

Reference resolution

94 of 94 outbound references displayed

verified exact0
verified fuzzy40
unresolved53
parse uncertain0
malformed identifier1
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 74b36822-cd20-42bb-ad5f-b0b31c146b13 · outbound

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

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Ubnormal: New benchmark for supervised open-set video anomaly detection

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:05.474749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a812610-d509-40fb-af09-728b338fb3e6 · outbound

This paper cites Claude 3.5 haiku, 2024.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Claude 3.5 haiku, 2024

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:05.615261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26d5540a-20ea-4024-88c9-e95a8ebe8c35 · outbound

This paper cites Meteor: An automatic metric for mt evaluation with improved correlation with human judgments.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Meteor: An automatic metric for mt evaluation with improved correlation with human judgments

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:05.755439Z

Source-reported events for the cited work

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Observation a97f2be7-6769-4435-b10e-77d3507e57ca · outbound

This paper cites Video generation models as world simulators.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Video generation models as world simulators

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:05.848111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 007a6b95-d44e-496d-bac1-f5ee3bd80d15 · outbound

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

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought A new comprehensive benchmark for semi-supervised video anomaly detection and anticipation

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:05.965114Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75f469a1-55fb-4e12-bfdd-de9b17badfb2 · outbound

This paper cites Videollm-online: Online video large language model for streaming video.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Videollm-online: Online video large language model for streaming video

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:06.064765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c726091-ed65-48b8-bb34-4b095c0e1dfe · outbound

This paper cites Prompt-enhanced multiple instance learning for weakly supervised video anomaly detection.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Prompt-enhanced multiple instance learning for weakly supervised video anomaly detection

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:06.185678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1e0d1f6-85ae-4ca4-9fe3-18bed1997561 · outbound

This paper cites Tevad: Improved video anomaly detection with captions.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Tevad: Improved video anomaly detection with captions

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:06.335558Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2bea092f-ab99-4ae8-8334-e2ad17b0e165 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:06.452918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6fd8b443-55a2-4713-a11c-1352c1a8819a · outbound

This paper cites Streaming Video Question-Answering with In-context Video KV-Cache Retrieval.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Streaming Video Question-Answering with In-context Video KV-Cache Retrieval

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:06.602730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f6e1000-48b4-49d2-9084-00d401747976 · outbound

This paper cites SlowFastVAD: Video Anomaly Detection via Integrating Simple Detector and RAG-Enhanced Vision-Language Model.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought SlowFastVAD: Video Anomaly Detection via Integrating Simple Detector and RAG-Enhanced Vision-Language Model

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:06.744774Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9af6d20-f371-4888-a015-7a7e9556afd8 · outbound

This paper cites Exploring What Why and How: A Multifaceted Benchmark for Causation Understanding of Video Anomaly.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Exploring What Why and How: A Multifaceted Benchmark for Causation Understanding of Video Anomaly

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:06.865811Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ae150774-d5e4-47b9-ad27-e5ab8f701bcb · outbound

This paper cites Uncovering what why and how: A comprehensive benchmark for causation understanding of video anomaly.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Uncovering what why and how: A comprehensive benchmark for causation understanding of video anomaly

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:06.941062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c756657f-8bd2-4e55-a4e4-61d6835b3b62 · outbound

This paper cites Video-R1: Reinforcing Video Reasoning in MLLMs.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Video-R1: Reinforcing Video Reasoning in MLLMs

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:07.074909Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a502e150-fc80-453c-bf54-11fb568ebb92 · outbound

This paper cites Vane-bench: Video anomaly evaluation benchmark for conversational lmms.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Vane-bench: Video anomaly evaluation benchmark for conversational lmms

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:07.204754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 488b2ac5-11a5-4341-8c92-923f5ce21e6e · outbound

This paper cites Open-sora: Democratizing efficient video production for all.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Open-sora: Democratizing efficient video production for all

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:07.324835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c1d6677-8766-4f32-9967-07573de7014b · outbound

This paper cites Abnormal event detection using deep contrastive learning for intelligent video surveillance system.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Abnormal event detection using deep contrastive learning for intelligent video surveillance system

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:07.457830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6fdc99f-7990-47d5-9de8-e07f8c1467a5 · outbound

This paper cites Weakly supervised video anomaly detection via self-guided temporal discriminative transformer.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Weakly supervised video anomaly detection via self-guided temporal discriminative transformer

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:07.584828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e92d8aac-4946-45a9-a887-1d6e19654b5b · outbound

This paper cites Self-supervised attentive generative adversarial networks for video anomaly detection.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Self-supervised attentive generative adversarial networks for video anomaly detection

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:07.694327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55e4a19f-f14a-4cd2-8baf-16877e66bd40 · outbound

This paper cites Long short-term dynamic prototype alignment learning for video anomaly detection.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Long short-term dynamic prototype alignment learning for video anomaly detection

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:26.839108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation df11acfd-9dd1-408b-8acd-3f5fef27bc4d · outbound

This paper cites Multi- modal evidential learning for open-world weakly-supervised video anomaly detection.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Multi- modal evidential learning for open-world weakly-supervised video anomaly detection

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:26.552206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5693514b-b470-4e39-8cc5-c8eb8e252e09 · outbound

This paper cites Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:08.062129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea05da91-16eb-45dc-9691-113ca936dd84 · outbound

This paper cites Chat-univi: Unified visual representation empowers large language models with image and video understanding.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Chat-univi: Unified visual representation empowers large language models with image and video understanding

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:26.217216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bd4c24f3-0769-4fee-a6d4-4e3fc60cebda · outbound

This paper cites Clip-tsa: Clip-assisted temporal self-attention for weakly-supervised video anomaly detection.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Clip-tsa: Clip-assisted temporal self-attention for weakly-supervised video anomaly detection

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:25.929611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 055477c3-d512-49c2-84aa-4834b945b15b · outbound

This paper cites VideoChat: Chat-Centric Video Understanding.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought VideoChat: Chat-Centric Video Understanding

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:08.616938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43d8a0f8-915c-4c81-9e1c-28d63e786563 · outbound

This paper cites Anomaly detection and localization in crowded scenes.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Anomaly detection and localization in crowded scenes

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:25.694757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7cbb5882-cc3d-430f-b987-5b744e65f3ef · outbound

This paper cites VideoChat-Flash: Hierarchical Compression for Long-Context Video Modeling.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought VideoChat-Flash: Hierarchical Compression for Long-Context Video Modeling

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:08.944838Z

Source-reported events for the cited work

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Observation 553478bb-aace-4b35-baf5-b767d1820f7c · outbound

This paper cites VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:09.154751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d68afd5-ad4a-4810-ad0e-9ef78d163385 · outbound

This paper cites Llama-vid: An image is worth 2 tokens in large language models.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Llama-vid: An image is worth 2 tokens in large language models

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:25.440900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 691657a4-6481-4c8d-8176-03358e97511b · outbound

This paper cites Video-LLaVA: Learning United Visual Representation by Alignment Before Projection.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Video-LLaVA: Learning United Visual Representation by Alignment Before Projection

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:09.355173Z

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Observation 6d5d9df4-6d10-4750-9f61-435e7b11e8c2 · outbound

This paper cites Rouge: A package for automatic evaluation of summaries.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Rouge: A package for automatic evaluation of summaries

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:09.420025Z

Source-reported events for the cited work

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Observation 4ebeb344-590d-49e2-9024-331040fdedd9 · outbound

This paper cites Future frame prediction for anomaly detection–a new baseline.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Future frame prediction for anomaly detection–a new baseline

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:25.114118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 05a3f08a-54d7-4589-8323-56bb18885531 · outbound

This paper cites Videomind: A chain-of-lora agent for long video reasoning.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Videomind: A chain-of-lora agent for long video reasoning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:09.564739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c41ad22-a1dd-4d6a-9c10-72f8d536cd85 · outbound

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

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought A hybrid video anomaly detection framework via memory-augmented flow reconstruction and flow-guided frame prediction

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:24.904990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fa7210e4-9495-44ff-8a9e-c199bdd8a1f7 · outbound

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

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Abnormal event detection at 150 fps in matlab

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:24.666630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e63d5cbe-9a66-4311-9a70-570cae6a6718 · outbound

This paper cites Video Anomaly Detection and Explanation via Large Language Models.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Video Anomaly Detection and Explanation via Large Language Models

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:09.799641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1165a0b-ab5b-460b-954b-803afd48c95a · outbound

This paper cites Localizing anomalies from weakly-labeled videos.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Localizing anomalies from weakly-labeled videos

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:24.434697Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b1f53c55-f8f8-4cc3-8378-0ffb6a2ddee9 · outbound

This paper cites Sherlock: Towards multi-scene video abnormal event extraction and localization via a global-local spatial-sensitive llm.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Sherlock: Towards multi-scene video abnormal event extraction and localization via a global-local spatial-sensitive llm

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:24.199170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b176954c-530a-42a8-bfc5-798933f5caae · outbound

This paper cites Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:10.196311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07fa7e2a-920e-4c79-92d3-5dcd7075e8a5 · outbound

This paper cites GPT-4o System Card.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought GPT-4o System Card

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:10.302054Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5b0c482-f59f-4766-b458-7d87296821ea · outbound

This paper cites OpenAI o1 System Card.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought OpenAI o1 System Card

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:10.444749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff741184-1820-4969-8740-24d993a00f77 · outbound

This paper cites Openai o3 and o4-mini system card, 2025.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Openai o3 and o4-mini system card, 2025

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:23.939270Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c6805c43-c11e-466e-8f1b-c68ee9a2e2c8 · outbound

This paper cites Bleu: a method for automatic evaluation of machine translation.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Bleu: a method for automatic evaluation of machine translation

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:23.714214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 97381c00-2406-43a0-a95b-e3928a48e55d · outbound

This paper cites Timechat: A time-sensitive multimodal large language model for long video understanding.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Timechat: A time-sensitive multimodal large language model for long video understanding

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:23.495945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5f14ff13-2a79-46b5-bef6-5d56de4466cf · outbound

This paper cites Self-distilled masked auto-encoders are efficient video anomaly detectors.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Self-distilled masked auto-encoders are efficient video anomaly detectors

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:23.327144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ff2d1d07-f497-4710-a4fb-0c452f49e8c7 · outbound

This paper cites Gen-2: The next step forward for generative ai.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Gen-2: The next step forward for generative ai

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:23.141205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e02fa9d3-ca25-41f5-a676-0994b4c8d26d · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:11.127199Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2614eb40-de40-4d40-b6e9-943ee598bd43 · outbound

This paper cites Moviechat: From dense token to sparse memory for long video understanding.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Moviechat: From dense token to sparse memory for long video understanding

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:22.897638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation afb1d732-1205-4164-9414-c057c4dbcb29 · outbound

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

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Real-world anomaly detection in surveillance videos

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:22.698560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 20eda1fa-7d2a-4aa5-b4cd-1d375a38df29 · outbound

This paper cites Hawk: Learning to understand open-world video anomalies.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Hawk: Learning to understand open-world video anomalies

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:22.477709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6f3f12c2-58de-4482-8856-24dfd35cde15 · outbound

This paper cites Gemini 2.5 flash preview model card, 2025.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Gemini 2.5 flash preview model card, 2025

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:22.248638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 2744d918-66fa-439e-aaa5-e79ce0f16cc2 · outbound

This paper cites Gemini 2.5 pro preview model card, 2025.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Gemini 2.5 pro preview model card, 2025

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:22.011914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8ee43beb-a40e-4c8c-a2b2-37ea29aec736 · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:11.779386Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07226a3d-d355-4915-b1de-611b370b356f · outbound

This paper cites QwQ: Reflect deeply on the boundaries of the unknown, 2024.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought QwQ: Reflect deeply on the boundaries of the unknown, 2024

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:21.768204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1f500267-5cd6-4dd0-8b16-da052f6e8663 · outbound

This paper cites Qwen2.5 Technical Report.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Qwen2.5 Technical Report

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:12.056747Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ab641df-1237-4bfe-a4bb-f070f355621d · outbound

This paper cites QVQ-Max: Think with evidence, 2025.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought QVQ-Max: Think with evidence, 2025

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:21.561752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 448e5500-10ea-4142-bb64-1724dfe07742 · outbound

This paper cites Qwen2.5-VL Technical Report.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Qwen2.5-VL Technical Report

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:12.381462Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df645d7a-95e1-4249-b0ab-2baea805dd5e · outbound

This paper cites Qwen3: Think deeper, act faster, 2025.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Qwen3: Think deeper, act faster, 2025

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:21.383574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 28b90eaf-839a-41af-9fbf-d26950833de2 · outbound

This paper cites LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:12.592946Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dd14da3b-8530-400d-aff9-1662944d3cef · outbound

This paper cites Federated weakly supervised video anomaly detection with multimodal prompt.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Federated weakly supervised video anomaly detection with multimodal prompt

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:21.196877Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d5da0cb7-c562-42fe-a2f2-f59dad0ba0f5 · outbound

This paper cites Modelscope text-to-video technical report, 2023.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Modelscope text-to-video technical report, 2023

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:20.893590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 65b6ee68-ab31-4868-ac25-8f5e2446f386 · outbound

This paper cites Videolcm: Video latent consistency model, 2023.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Videolcm: Video latent consistency model, 2023

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:20.667580Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 81712c2c-aba2-44c1-bd0a-5c9359dedc18 · outbound

This paper cites Open-r1-video, 2025.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Open-r1-video, 2025

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:20.421517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e45504bb-270e-4351-b01d-cf44a4d26041 · outbound

This paper cites Time-R1: Post-Training Large Vision Language Model for Temporal Video Grounding.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Time-R1: Post-Training Large Vision Language Model for Temporal Video Grounding

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:13.173718Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 01a233a0-30b5-42cc-a9b7-5a273bf9102d · outbound

This paper cites InternVideo2.5: Empowering Video MLLMs with Long and Rich Context Modeling.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought InternVideo2.5: Empowering Video MLLMs with Long and Rich Context Modeling

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:13.309276Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4d1e605-c307-44f1-80bf-b179812f6c30 · outbound

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

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Not only look, but also listen: Learning multimodal violence detection under weak supervision

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:20.273475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7a19cb88-7667-4f19-9b35-15bf95a02bce · outbound

This paper cites Open-vocabulary video anomaly detection.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Open-vocabulary video anomaly detection

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:20.056783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c88bff23-6e4c-42ae-919e-f53d82d146fc · outbound

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

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Vadclip: Adapting vision-language models for weakly supervised video anomaly detection

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:19.794855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e57d3da4-cce2-4184-93a0-e8ea7e0e0757 · outbound

This paper cites Streaming Video Understanding and Multi-round Interaction with Memory-enhanced Knowledge.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Streaming Video Understanding and Multi-round Interaction with Memory-enhanced Knowledge

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:13.898584Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b2d7b0d-c14e-40c1-afad-4bb99c6a607e · outbound

This paper cites LLaVA-CoT: Let Vision Language Models Reason Step-by-Step.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought LLaVA-CoT: Let Vision Language Models Reason Step-by-Step

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:13.996611Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acfe4bdc-31fb-4919-a07b-0e12ef58cd21 · outbound

This paper cites PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought PLLaVA : Parameter-free LLaVA Extension from Images to Videos for Video Dense Captioning

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:14.086670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a43e15e6-d262-46ed-9cc9-c4d206fa7355 · outbound

This paper cites Feature prediction diffusion model for video anomaly detection.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Feature prediction diffusion model for video anomaly detection

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:19.515052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 109c2b18-687d-4567-abbd-242fca3d7672 · outbound

This paper cites Follow the rules: reasoning for video anomaly detection with large language models.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Follow the rules: reasoning for video anomaly detection with large language models

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:19.308536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7da2edef-5179-49bc-a2d6-39b27bc27b8f · outbound

This paper cites Svbench: A benchmark with temporal multi-turn dialogues for streaming video understanding.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Svbench: A benchmark with temporal multi-turn dialogues for streaming video understanding

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:14.364645Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8cd34668-23b6-4bb2-9314-b1f26960f6b0 · outbound

This paper cites Dota: Unsupervised detection of traffic anomaly in driving videos.IEEE transactions on pattern analysis and machine intelligence, 45(1):444–459, 2022.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Dota: Unsupervised detection of traffic anomaly in driving videos.IEEE transactions on pattern analysis and machine intelligence, 45(1):444–459, 2022

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:19.059976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 92a88d12-b3c7-4dae-8ef0-d5de816ef36a · outbound

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

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:14.656477Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a22424f5-40a8-4045-8435-a6ee1dab4d81 · outbound

This paper cites Unhackable Temporal Rewarding for Scalable Video MLLMs.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Unhackable Temporal Rewarding for Scalable Video MLLMs

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:14.787236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f712552-3535-42cd-9da4-ffb909c68cd5 · outbound

This paper cites Towards surveillance video-and-language understanding: New dataset baselines and challenges.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Towards surveillance video-and-language understanding: New dataset baselines and challenges

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:18.816692Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation deaa7724-d981-4235-b62b-1accd7085ef8 · outbound

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

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Generative cooperative learning for unsupervised video anomaly detection

Reference 79

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:18.571228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c8ec1c8e-1397-447d-a78f-c2c221af5bab · outbound

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

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Har- nessing large language models for training-free video anomaly detection

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:18.409732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 850ec3cd-0c61-4c3f-8211-822fc8fc9f39 · outbound

This paper cites Vision-R1: Evolving Human-Free Alignment in Large Vision-Language Models via Vision-Guided Reinforcement Learning.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Vision-R1: Evolving Human-Free Alignment in Large Vision-Language Models via Vision-Guided Reinforcement Learning

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:15.259254Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 266dcb77-7c01-4542-9de0-21ee260189c1 · outbound

This paper cites VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought VideoLLaMA 3: Frontier Multimodal Foundation Models for Image and Video Understanding

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:15.409059Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2eb827d8-4f25-4651-ad6f-4a6795047fed · outbound

This paper cites Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Video-LLaMA: An Instruction-tuned Audio-Visual Language Model for Video Understanding

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:15.530406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 728085c7-9f30-4485-b642-9e33b7928028 · outbound

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

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Holmes-VAD: Towards Unbiased and Explainable Video Anomaly Detection via Multi-modal LLM

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:15.602472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af67379d-8252-48e8-9a0a-ce2e08eb9104 · outbound

This paper cites Holmes-VAU: Towards Long-term Video Anomaly Understanding at Any Granularity.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Holmes-VAU: Towards Long-term Video Anomaly Understanding at Any Granularity

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:15.659121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 094c0bcc-ac62-41ab-9ccc-b719cc5beb56 · outbound

This paper cites Long Context Transfer from Language to Vision.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Long Context Transfer from Language to Vision

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:15.746320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd3e1bb2-1c08-43a0-95df-5a76ad9fb136 · outbound

This paper cites LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:15.810537Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c710c76-cef8-41fb-ad94-db1d04df5e4e · outbound

This paper cites TinyLLaVA-Video-R1: Towards Smaller LMMs for Video Reasoning.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought TinyLLaVA-Video-R1: Towards Smaller LMMs for Video Reasoning

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:15.937040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98a25c67-145d-45dc-be12-5c0ffaeba027 · outbound

This paper cites LLaVA-Video: Video Instruction Tuning With Synthetic Data.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought LLaVA-Video: Video Instruction Tuning With Synthetic Data

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-07T14:09:16.030499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c33dd798-8d2a-44b6-a9c1-eb45f49350fb · outbound

This paper cites Graph convo- lutional label noise cleaner: Train a plug-and-play action classifier for anomaly detection.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Graph convo- lutional label noise cleaner: Train a plug-and-play action classifier for anomaly detection

Reference 90

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:18.081186Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 90acc084-8ab1-42a2-a060-599dc0223d2b · outbound

This paper cites Dual memory units with uncertainty regulation for weakly supervised video anomaly detection.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Dual memory units with uncertainty regulation for weakly supervised video anomaly detection

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:17.901725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f059adeb-1584-42cc-8b4d-52f63e67b90f · outbound

This paper cites InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models

Reference 92

Resolution: malformed identifier; no resolver link, observed 2026-08-07T14:09:16.421330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b297de6-0e45-480e-b65c-2feff6bd5c22 · outbound

This paper cites an unresolved cited work.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Unresolved cited work

Reference 93

Resolution: unresolved; raw_fallback, observed 2026-08-07T14:09:17.593816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c275f453-f17a-4f16-a048-a78a2af03a71 · outbound

This paper cites Abnormal\.

Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought Abnormal\

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T14:09:17.440481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

Observation 6857c0f6-5f78-4966-9f29-2684b9ee4c1b · inbound

DAMS:Dual-Branch Adaptive Multiscale Spatiotemporal Framework for Video Anomaly Detection cites this paper.

DAMS:Dual-Branch Adaptive Multiscale Spatiotemporal Framework for Video Anomaly Detection Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T13:30:09.804400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d58dce4-7863-4b4e-91da-9b45bf647994 · inbound

ESOM: Efficiently Understanding Streaming Video Anomalies with Open-world Dynamic Definitions cites this paper.

ESOM: Efficiently Understanding Streaming Video Anomalies with Open-world Dynamic Definitions Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:51:03.085000Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation ba04cbef-78eb-49da-b50f-06c5f2bf4820 · inbound

MAVEN: A Multi-stage Agentic Annotation Pipeline for Video Reasoning Tasks cites this paper.

MAVEN: A Multi-stage Agentic Annotation Pipeline for Video Reasoning Tasks Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-22T07:36:13.970967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7847a13a-472b-4470-a74c-608e47558be7 · inbound

MAVEN: A Multi-stage Agentic Annotation Pipeline for Video Reasoning Tasks cites this paper.

MAVEN: A Multi-stage Agentic Annotation Pipeline for Video Reasoning Tasks Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-12T16:17:21.074502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 615540cb-879f-45fc-b9cc-2eaa3b41bae6 · inbound

O-VAD: Industrial Video Anomaly Detection through Object-Centric Tracking and Reasoning cites this paper.

O-VAD: Industrial Video Anomaly Detection through Object-Centric Tracking and Reasoning Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T15:56:41.756320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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From Detection to Understanding: TAR and TAR-Bench for Multi-Task Traffic Anomaly Reasoning cites this paper.

From Detection to Understanding: TAR and TAR-Bench for Multi-Task Traffic Anomaly Reasoning Vad-R1: Towards Video Anomaly Reasoning via Perception-to-Cognition Chain-of-Thought

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