Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning | Paper Citation Record

Observation b2e3b9d5-d3f9-433a-b651-bb63a8e6c008 · outbound

This paper cites In: Proceedings of the International Conference on Image and Graphics (ICIG), pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceedings of the International Conference on Image and Graphics (ICIG), pp

Reference 1

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

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning The Evolution of Video Anomaly Detection: A Unified Framework from DNN to MLLM

Reference 2

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This paper cites In: European Conference on Computer Vision, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: European Conference on Computer Vision, pp

Reference 3

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This paper cites In: European Conference on Computer Vision, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: European Conference on Computer Vision, pp

Reference 4

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This paper cites Dual Memory Units with Uncertainty Regulation for Weakly Supervised Video Anomaly Detection.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Dual Memory Units with Uncertainty Regulation for Weakly Supervised Video Anomaly Detection

Reference 5

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This paper cites VadCLIP: Adapting Vision-Language Models for Weakly Supervised Video Anomaly Detection.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning VadCLIP: Adapting Vision-Language Models for Weakly Supervised Video Anomaly Detection

Reference 6

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This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp

Reference 7

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This paper cites In: Proceed- ings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceed- ings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp

Reference 8

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Observation 15cbc88e-8f89-4f70-b44d-de30d84a439b · outbound

This paper cites Advances in Neural Information Processing Systems37, 139751–139785 (2024).

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Advances in Neural Information Processing Systems37, 139751–139785 (2024)

Reference 9

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

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models

Reference 10

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

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Holmes-VAD: Towards Unbiased and Explainable Video Anomaly Detection via Multi-modal LLM

Reference 11

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

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Video Anomaly Detection and Explanation via Large Language Models

Reference 12

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This paper cites In: Pro- ceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Pro- ceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp

Reference 13

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This paper cites In: ICASSP 2025-2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: ICASSP 2025-2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp

Reference 14

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This paper cites In: International Conference on Machine Learning, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: International Conference on Machine Learning, pp

Reference 15

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This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp

Reference 16

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This paper cites In: Proceedings of the IEEE/CVF Conference on Springer Nature 2021 LATEX template Glance, Scrutinize, and Think31 Computer Vision and Pattern Recognition, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceedings of the IEEE/CVF Conference on Springer Nature 2021 LATEX template Glance, Scrutinize, and Think31 Computer Vision and Pattern Recognition, pp

Reference 17

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This paper cites In: Proceedings of the AAAI Conference on Artificial Intelligence, vol.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceedings of the AAAI Conference on Artificial Intelligence, vol

Reference 18

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This paper cites In: Proceedings of the Workshop on Text Summarization Branches Out, 2004 (2004).

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceedings of the Workshop on Text Summarization Branches Out, 2004 (2004)

Reference 19

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This paper cites In: Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceedings of the 40th Annual Meeting of the Association for Computational Linguistics, pp

Reference 20

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This paper cites In: Proceedings of the Acl Workshop on Intrinsic and Extrinsic Evaluation Measures for Machine Translation And/or Summarization, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceedings of the Acl Workshop on Intrinsic and Extrinsic Evaluation Measures for Machine Translation And/or Summarization, pp

Reference 21

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This paper cites IEEE Access8, 88170–88176 (2020).

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning IEEE Access8, 88170–88176 (2020)

Reference 22

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This paper cites In: Proceedings of the 25th ACM International Conference on Multimedia, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceedings of the 25th ACM International Conference on Multimedia, pp

Reference 23

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This paper cites In: Proceedings of the IEEE Inter- national Conference on Computer Vision, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceedings of the IEEE Inter- national Conference on Computer Vision, pp

Reference 24

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This paper cites In: IEEE Computer Society Conference on Computer Vision and Pattern Recognition, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: IEEE Computer Society Conference on Computer Vision and Pattern Recognition, pp

Reference 25

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This paper cites In: Proceedings of the IEEE/CVF Interna- tional Conference on Computer Vision, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceedings of the IEEE/CVF Interna- tional Conference on Computer Vision, pp

Reference 26

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This paper cites IEEE transactions on neural networks and learning systems31(7), 2609–2622 (2019).

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning IEEE transactions on neural networks and learning systems31(7), 2609–2622 (2019)

Reference 27

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This paper cites In: ICASSP 2025 – 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (2025).

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: ICASSP 2025 – 2025 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (2025)

Reference 28

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This paper cites In: Proceedings of the Asian Conference on Computer Vision, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceedings of the Asian Conference on Computer Vision, pp

Reference 29

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This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp

Reference 30

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This paper cites In: 2023 IEEE International Conference on Image Processing (ICIP), pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: 2023 IEEE International Conference on Image Processing (ICIP), pp

Reference 31

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This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp

Reference 32

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This paper cites In: European Conference on Computer Vision, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: European Conference on Computer Vision, pp

Reference 33

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This paper cites Anomaly Heterogeneity Learning for Open-set Supervised Anomaly Detection.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Anomaly Heterogeneity Learning for Open-set Supervised Anomaly Detection

Reference 34

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This paper cites VANE-Bench: Video Anomaly Evaluation Benchmark for Conversational LMMs.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning VANE-Bench: Video Anomaly Evaluation Benchmark for Conversational LMMs

Reference 35

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This paper cites arXiv preprint arXiv:2503.04504 (2025).

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning arXiv preprint arXiv:2503.04504 (2025)

Reference 36

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This paper cites In: European Conference on Computer Vision, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: European Conference on Computer Vision, pp

Reference 37

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This paper cites In: Proceedings of the 64th Annual Meeting of the Association for Computa- tional Linguistics (Volume 1: Long Papers), pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceedings of the 64th Annual Meeting of the Association for Computa- tional Linguistics (Volume 1: Long Papers), pp

Reference 38

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This paper cites In: Findings of the Association for Computational Linguistics: ACL 2025, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Findings of the Association for Computational Linguistics: ACL 2025, pp

Reference 39

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This paper cites Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Pixel Reasoner: Incentivizing Pixel-Space Reasoning with Curiosity-Driven Reinforcement Learning

Reference 40

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Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning DeepEyes: Incentivizing "Thinking with Images" via Reinforcement Learning

Reference 41

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This paper cites In: Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceedings of the 2025 Conference on Empirical Methods in Natural Language Processing, pp

Reference 42

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This paper cites arXiv preprint arXiv:2510.23473 (2025).

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning arXiv preprint arXiv:2510.23473 (2025)

Reference 43

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This paper cites Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Ego-R1: Chain-of-Tool-Thought for Ultra-Long Egocentric Video Reasoning

Reference 44

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This paper cites Advances in Neural Information Processing Systems38, 129243–129273 (2026).

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Advances in Neural Information Processing Systems38, 129243–129273 (2026)

Reference 45

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This paper cites Nature645(8081), 633–638 (2025).

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Nature645(8081), 633–638 (2025)

Reference 46

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

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 47

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

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Vision-R1: Incentivizing Reasoning Capability in Multimodal Large Language Models

Reference 48

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This paper cites MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning MM-Eureka: Exploring the Frontiers of Multimodal Reasoning with Rule-based Reinforcement Learning

Reference 49

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This paper cites VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning VLM-R1: A Stable and Generalizable R1-style Large Vision-Language Model

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-14T04:45:25.474201Z

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This paper cites arXiv preprint arXiv:2512.00743 (2025).

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning arXiv preprint arXiv:2512.00743 (2025)

Reference 51

Resolution: unresolved; no resolver link, observed 2026-08-14T04:45:25.478881Z

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This paper cites Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-14T04:45:25.484147Z

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This paper cites Advances in Neural Information Processing Systems38, 99114–99137 (2026).

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Advances in Neural Information Processing Systems38, 99114–99137 (2026)

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:45:26.332067Z

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Observation 1c3b7a74-c01c-4c96-a170-bc823ebcc51d · outbound

This paper cites Advances in neural information processing systems38, 4350–4376 (2026).

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Advances in neural information processing systems38, 4350–4376 (2026)

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:45:26.318236Z

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Observation 10ab158f-bf1f-449f-ad22-193bce9015a5 · outbound

This paper cites Advances in Neural Information Processing Systems38, 83330–83364 (2026).

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Advances in Neural Information Processing Systems38, 83330–83364 (2026)

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:45:26.303599Z

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Observation 2679156a-706a-4592-9a16-d13f5d423c21 · outbound

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

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning VideoChat-R1: Enhancing Spatio-Temporal Perception via Reinforcement Fine-Tuning

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-14T04:45:25.502848Z

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This paper cites Advances in Neural Information Processing Systems38, 172842–172870 (2026).

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Advances in Neural Information Processing Systems38, 172842–172870 (2026)

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:45:26.288484Z

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This paper cites In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, pp

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:45:26.272592Z

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Observation ab79e6ad-86b5-4ffa-8774-1c7fbd05742c · outbound

This paper cites In: Computer Vision–ECCV 2020: 16th European Confer- ence, Glasgow, UK, August 23–28, 2020, Proceedings, Part XXX 16, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Computer Vision–ECCV 2020: 16th European Confer- ence, Glasgow, UK, August 23–28, 2020, Proceedings, Part XXX 16, pp

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:45:26.257879Z

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Observation ed74faad-f0f3-404e-9808-77c895abee95 · outbound

This paper cites Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities

Reference 60

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Observation d9070577-8b4b-4d21-9c31-d4f78806461c · outbound

This paper cites GPT-4o System Card.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning GPT-4o System Card

Reference 61

Resolution: unresolved; no resolver link, observed 2026-08-14T04:45:25.525503Z

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This paper cites Understanding R1-Zero-Like Training: A Critical Perspective.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Understanding R1-Zero-Like Training: A Critical Perspective

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-14T04:45:25.529877Z

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Unavailable: canonical work link unavailable.

Observation d50ef58b-702c-4e91-9e5c-d7eb82904750 · outbound

This paper cites The Llama 3 Herd of Models.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning The Llama 3 Herd of Models

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-14T04:45:25.534580Z

Source-reported events for the cited work

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This paper cites In: Pro- ceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Pro- ceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:45:26.242514Z

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 40761a30-f864-44df-b2b7-15bad9d302f3 · outbound

This paper cites In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, pp

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-14T04:45:26.227886Z

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No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 97e58095-badb-432f-b0bd-2218f4f33d77 · outbound

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

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-14T04:45:25.547915Z

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Unavailable: canonical work link unavailable.

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This paper cites Video-XL: Extra-Long Vision Language Model for Hour-Scale Video Understanding.

Glance, Scrutinize, and Think: Advancing Video Anomaly Detection from Training-Free to Agentic Reasoning Video-XL: Extra-Long Vision Language Model for Hour-Scale Video Understanding

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-14T04:45:25.553650Z

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