Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T12:46:19.590250Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2507.21507.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T12:46:19.590250Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
45 of 45 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ac12060c-6718-4695-bedc-93e5dc3fcfc1 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding A revisit of sparse coding based anomaly detection in stacked rnn framework,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5a8b79ec-0323-412a-b236-0717a3b63f83 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Few-shot scene-adaptive anomaly detection,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 18aeca26-8405-48b8-a8be-9e8d7ca20ea2 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Fastano: Fast anomaly de- tection via spatio-temporal patch transformation,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 04046219-d9d5-48de-b35e-bd51785d3161 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Improved anomaly detection in surveillance videos with multiple probabilistic models inference,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1b22a331-538c-4092-9ce5-a41989811fba · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Novel applications for vae-based anomaly detection systems,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 82ce177e-ef5a-44af-964f-a258dd10653e · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Making reconstruction-based method great again for video anomaly detection,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a975ff9a-9b8d-47de-94a9-e26dae670d17 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding A hybrid video anomaly detection framework via memory-augmented flow reconstruction and flow-guided frame prediction,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 39e091db-f781-4076-80d3-64a9030b0320 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Video anomaly detection by solving decoupled spatio-temporal jigsaw puz- zles,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 554243e5-94e0-44c2-8cea-db98cf105c51 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Dual Memory Units with Uncertainty Regulation for Weakly Supervised Video Anomaly Detection
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a3b3bff-03f7-45dc-b857-0d2efce11947 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Generative cooperative learning for unsupervised video anomaly detection,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40f0cde2-439e-4b44-b2fb-57ba8d8be48d · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Clip-tsa: Clip-assisted temporal self-attention for weakly-supervised video anomaly detection,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 299a4172-19c4-47f2-aeb5-75bf12ab6a03 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding VadCLIP: Adapting Vision-Language Models for Weakly Supervised Video Anomaly Detection
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 39df8caf-0576-4e03-8206-934cb341be41 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Catching both gray and black swans: Open-set supervised anomaly detection,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 61fa1ca9-b828-42dd-b865-915229987ebb · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Towards open set video anomaly detection,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4566ac5b-eaa7-482f-966f-a8f25cd6222f · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Anomaly Heterogeneity Learning for Open-set Supervised Anomaly Detection
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 58a65e5c-e619-401a-aa0b-fbe55d3b5257 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Hawk: Learning to understand open-world video anomalies,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6aee25f6-b75d-424d-9a2c-0abb9f796861 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding VERA: Explainable Video Anomaly Detection via Verbalized Learning of Vision-Language Models
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b5e45a4b-3d81-4071-bb94-13d2861335c3 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding VANE-Bench: Video Anomaly Evaluation Benchmark for Conversational LMMs
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 093cad5b-8c9d-4dc3-b713-689261d3ca22 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Suvad: Semantic understanding based video anomaly detection using mllm,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8209b336-85d1-48b2-86a6-c1f27909158c · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Harness- ing large language models for training-free video anomaly detection,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ba845819-6f83-4568-b80d-cbc6615c2846 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Anyanomaly: Zero-shot customizable video anomaly detection with lvlm,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9539f4a0-c7cd-4201-8999-c33910401d0f · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Video Anomaly Detection and Explanation via Large Language Models
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aae62810-4675-4b8d-b9c8-e977376942d1 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Scene-adaptive svad based on multi- modal action-based feature extraction,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5e197aa8-cec0-4542-a957-dd78bfdee563 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Uncovering what why and how: A comprehensive bench- mark for causation understanding of video anomaly,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7b7ea1c3-6087-4195-86ac-7339836a56ec · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Video-LLaVA: Learning United Visual Representation by Alignment Before Projection
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e27b375b-5317-4540-b42d-d6fe98846f67 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Video-XL: Extra-Long Vision Language Model for Hour-Scale Video Understanding
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1be65b63-89a6-412e-a69d-a2328243b8cd · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Video-ChatGPT: Towards Detailed Video Understanding via Large Vision and Language Models
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d54d34d-1ca0-4c07-aa58-5a99f6d09b43 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Vtimellm: Empower llm to grasp video moments,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fa0a3282-54b3-4d91-bdec-8d477e67ba6a · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding mPLUG-Owl: Modularization Empowers Large Language Models with Multimodality
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f64ac80-4c6c-4f06-9083-e5928a15529d · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Region-aware pretraining for open- vocabulary object detection with vision transformers,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 19044621-7c8a-463f-a97c-bfe626fec1cc · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Dual discriminator generative adver- sarial network for video anomaly detection,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b9fc6f55-8248-4f78-93d8-20f207322a55 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Spatio- temporal autoencoder for video anomaly detection,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a7550118-fd99-440e-84f0-e4d2ad878f2e · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Synthetic temporal anomaly guided end-to-end video anomaly detection,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9f9a2346-78cc-44b4-bfeb-44368b1d9590 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Chaotic invariants of lagrangian particle trajectories for anomaly detection in crowded scenes,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a817c356-0f1b-4827-a21c-d647c39dc5f3 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Gods: Generalized one-class discriminative subspaces for anomaly detection,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1823a973-2d84-45b6-ac03-885c3d56a176 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding A deep one-class neural network for anomalous event detection in complex scenes,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 650b361d-5862-48cf-a780-896c9b9fc585 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Ubnormal: New benchmark for supervised open-set video anomaly detection,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5633eb77-bab4-47a9-93a7-aba0e2a1c60e · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Follow the rules: reasoning for video anomaly detection with large language models,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 224307fc-6724-453f-b374-c1d7b610c401 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Holmes-VAD: Towards Unbiased and Explainable Video Anomaly Detection via Multi-modal LLM
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef02caf3-3a76-4263-a7e3-e1e24f8721cb · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Real-world anomaly detection in surveillance videos,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e6bbbf2a-fb6d-4080-9687-20946354e797 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Not only look, but also listen: Learning multimodal violence detection under weak supervision,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2fa4d571-fdfd-4c2a-a79e-4e56d0137b2b · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Unresolved cited work
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ae7d06d2-0912-4def-9079-052ebd045f2f · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Rouge: A package for automatic evaluation of sum- maries,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d6209e0d-38b5-40d3-b08f-b3bfa45a5150 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Bleu: a method for automatic evaluation of machine translation,
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e1f3604-6bdc-4e9b-878e-5ab3bc32fa62 · outbound
VAGU & GtS: LLM-Based Benchmark and Framework for Joint Video Anomaly Grounding and Understanding Meteor: An automatic metric for mt evalua- tion with improved correlation with human judgments,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.