Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:46:54.241816Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 1 inbound Pith citation observation for arXiv:2506.03162.
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 2026-08-07T14:46:54.241816Z
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, observed 2026-05-13T21:10:01.391718Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-13T21:13:16.641777Z
50 of 50 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 9cb76458-28ef-4029-8228-d657e13e3aca · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Data efficient video transformer for violence detection
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 517f0dbe-ba93-41a1-81a0-8ef00545d8b7 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Vision-based fight detection from surveillance cam- eras
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 a98261eb-6883-45c1-aa39-bab9c7cb98a1 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Vivit: A video vision transformer
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5d7a5ef-6c51-4677-b37f-c43b484397a0 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Unresolved cited work
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 4da13afb-4673-41d2-8708-9fd6e190542e · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Violence detection in video using computer vision techniques
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 d38e0f4e-0280-4dc2-bfd1-2841d1f61eb1 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection A dataset for automatic violence de- tection in videos.Data in brief, 33:106587, 2020
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 9d0584c7-83d4-4b40-8558-bae151e5a81c · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Implementa- tion and application of violence detection system based on multi-head attention and lstm
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 118de109-1662-46b2-99a9-e332687b8043 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Mgfn: Magnitude- contrastive glance-and-focus network for weakly-supervised video anomaly detection
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 614abae4-50c3-453f-a5b7-91b2eee0c105 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Rwf-2000: an open large scale video database for violence detection
Reference 9
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 9e3912a9-966b-4d4d-9321-f1c4498e1e29 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection A temporal fusion approach for video classifi- cation with convolutional and lstm neural networks applied to violence detection.Inteligencia Artificial, 24(67):40–50,
Reference 10
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 4c195f8b-d4cd-4443-8703-8a9d665769e0 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Slowfast networks for video recognition
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 96cbeab9-81e8-4370-af05-73014757d86c · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Two-Stream Transformer Architecture for Long Video Understanding
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e43d734d-e035-4f47-85f9-c06d8a4580e0 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Human skeletons and change detection for efficient violence detec- tion in surveillance videos.Computer Vision and Image Un- derstanding, 233:103739, 2023
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 770e578f-b5cb-41c0-b6b5-aa0fd5e97234 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Mamba: Linear-Time Sequence Modeling with Selective State Spaces
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3fc34fc-073e-4704-b8c2-01201eef62a1 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Unified keypoint-based action recognition framework via structured keypoint pooling
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 2e9c2e31-cf05-4eec-a237-4e537b65ac55 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Efficient human violence recognition for surveillance in real time.Sensors, 24(2):668, 2024
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 b1e54495-8dc8-4b35-92c8-db920905b24b · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Efficient two-stream network for violence detection using separable convolutional lstm
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 611b7d6d-f663-4fbe-856e-1946fa806735 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection 3d convolu- tional neural networks for human action recognition.IEEE transactions on pattern analysis and machine intelligence, 35(1):221–231, 2012
Reference 18
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 afba9e75-5275-4786-aa0c-122fd744ab1c · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Unresolved cited work
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 5a7e15c0-cfc2-42b0-a786-f2de121d873f · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection The Kinetics Human Action Video Dataset
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 49f0c620-de36-4365-8d42-498be7602b9a · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Unresolved cited work
Reference 21
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 681f82de-23ad-448a-9589-cbd8d9bbbb4c · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection DVD: A Comprehensive Dataset for Advancing Violence Detection in Real-World Scenarios
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f868ccc0-cb81-47a9-87c1-a4df4eb31e03 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Keyframe- guided video swin transformer with multi-path excitation for violence detection.The Computer Journal, page bxad103,
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 35cfcc9f-25c3-44e1-b2b1-415994b6368f · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection UniFormer: Unified Transformer for Efficient Spatiotemporal Representation Learning
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0df613e5-a734-41fe-955c-6a86b907c704 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection UniFormerV2: Spatiotemporal Learning by Arming Image ViTs with Video UniFormer
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c366acd3-b934-4ffa-b7f0-2341ec48c3c1 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Videomamba: State space model for efficient video understanding
Reference 26
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 a6c5fad4-dda8-4f20-a96c-c188077ab05d · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection STNMamba: Mamba-based Spatial-Temporal Normality Learning for Video Anomaly Detection
Reference 27
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 fd2a0265-fdf3-4d67-9657-f12a76c7106e · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Video swin transformer
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 6f1ec4ac-ad93-4225-8b4a-a8678d450d0e · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Decoupled Weight Decay Regularization
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4e009ec-576f-443a-a8a8-2447e043cd1f · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection State-of-the-art violence detection techniques in video surveillance security systems: a systematic review.PeerJ Computer Science, 8: e920, 2022
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 ffa1d9fb-b8be-4cd2-9669-49b9a2ff2ed7 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Effec- tive use of the mcnemar test.Behavioral Ecology and Socio- biology, 74(11):133, 2020
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 c9db0c72-f40f-42c8-a174-f0cbca1e0301 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Multimodal information fusion and tem- poral integration for violence detection in movies
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 bb9f6640-1e7d-4e97-b7f0-2920db9f7801 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Learning Prompt-Enhanced Context Features for Weakly-Supervised 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 7ab665c0-bfc2-4aa6-9881-fa913dd75bd2 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Grad-cam: Visual explanations from deep networks via gradient-based localization
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae1e065d-f50a-4eb1-81e8-278a85225acf · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Cue-net: Violence detection video analytics with spatial cropping, enhanced uniformerv2 and modified efficient additive attention
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 a258980d-212c-4746-827b-8b5a7cda22b5 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Violence recog- nition from videos using deep learning techniques
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 4c2e20f3-91c3-459e-b64f-0343ecab929d · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Violence detection using 3d con- volutional neural networks
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 4e6d4017-328e-4143-b8f1-91500a1aa278 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Human interaction learning on 3d skeleton point clouds for video violence recognition
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 9b718985-8987-4055-82a4-d0739a4af9da · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Real-world anomaly detection in surveillance videos
Reference 39
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 a8340fed-42fc-47e7-b0ab-d3c7dce7850e · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Detection of fights in videos: A comparison study of anomaly detection and action recog- nition
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 829c227a-1757-4928-a56c-eb00208d91c1 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Weakly-supervised video anomaly detection with robust temporal feature magni- tude learning
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bb969e5-fe46-441b-8a11-0188dafe5def · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Videomae: Masked autoencoders are data-efficient learners for self-supervised video pre-training.Advances in neural information processing systems, 35:10078–10093, 2022
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83311c54-4d4f-4778-aaa0-f0228ef5108b · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Violence detection using spa- tiotemporal features with 3d convolutional neural network
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 3bcee154-6441-4585-99c6-ac50ba39bcbe · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection A comprehensive review on vision-based violence detection in surveillance videos.ACM Computing Surveys, 55(10):1–44,
Reference 44
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 148722d0-72eb-45ec-8b29-28cd37219271 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection A temporal–spatial deep learning framework leveraging dynamic 3d attention maps for violence detection
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.
Observation 3710dd9e-050f-4fe7-9f9b-6abad4dd2f19 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Real-time violence detection and localization through subgroup analysis.Multimedia Tools and Applications, 84 (7):3793–3807, 2025
Reference 46
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 089dbf3b-5a2a-4c01-85ea-f9f4a2919fe8 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Not only look, but also listen: Learning multimodal violence detection under weak supervision
Reference 47
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 04d9eea8-aadf-446f-b356-5c66a2a33406 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection Vision mamba: efficient visual representation learning with bidirectional state space model
Reference 48
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 c777cdfb-c7c3-4c31-876d-94436a8f5e22 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection All models were trained for 55 epochs with 5 warm-up epochs where the best validation model was saved
Reference 49
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 fbbdf657-c785-4d39-a533-1bfa5ca8c684 · outbound
FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection For the VioPeru dataset, our Dual Branch architecture is able to reach the already reported state-of-the-art accuracy of 89.23%
Reference 50
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 d140fb53-999d-461c-83ff-f45ed59ba4b1 · inbound
AViS-Mamba: Adaptive Visual Steering of Audio State-Space Dynamics for Violence Detection FuseMamba-VD: Dual Branch VideoMamba with Gated Class Token Fusion for Violence Detection
Reference 27
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.