Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T13:57:04.663532Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 0 inbound Pith citation observations for arXiv:2507.19924.
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 2026-08-06T13:57:04.663532Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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
62 of 62 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 0915f7ee-f875-4ff9-b9cf-3f917bc2c231 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly https://vchitect.intern-ai.org.cn, 2024
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 10179ea4-7f1d-4d91-bec3-c5f71a2f6b6a · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly AI-generated video detection via spatial-temporal anomaly learning
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 65254c27-10b5-49a2-9846-910733f694b1 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Is space-time attention all you need for video understanding? InICML, page 4, 2021
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5520d5e9-52c5-4aeb-ac23-c505e5722a34 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Depth Pro: Sharp Monocular Metric Depth in Less Than a Second
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2e64a08b-e971-46f7-8353-420bfabf7d71 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Video generation models as world simulators
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f250038-88a4-4643-8ea2-14b9c1edab8f · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Emerg- ing properties in self-supervised vision transformers
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 64bb309a-7cb6-4182-9dd9-658e6ad1a9ed · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly What matters in detecting ai-generated videos like sora? arXiv preprint arXiv:2406.19568, 2024
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 58b24c88-9f7e-4bb5-aec2-36f3b8728ba1 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Multi-view clustering via deep concept factorization
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0280e3ab-442d-4bc2-b5e5-35c36b402062 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly VideoJAM: Joint Appearance-Motion Representations for Enhanced Motion Generation in Video Models
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 845f37cf-0abe-4362-9e26-f0291c5ed0d5 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly https://research.runwayml.com/gen2, 2023
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6da0cb16-ba7a-4cb8-a9d9-c5f1cfa77306 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly https://runwayml.com/research/introducing- gen-3-alpha, 2024
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 70fe0df4-8f2f-41cf-aefd-1473eb84e09e · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Hierarchical fine-grained im- age forgery detection and localization
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 94936ad9-d07b-4b78-8bd8-73b6e9c6391c · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly VEnhancer: Generative Space-Time Enhancement for Video Generation
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b8c3aaa-a584-46d6-bb68-22380bfc196d · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Video dif- fusion models.Advances in Neural Information Processing Systems, 35:8633–8646, 2022
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation da56d66e-7c5c-49fd-baf6-3679cf1c64c4 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Vbench: Comprehensive bench- mark suite for video generative models
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 85f54177-4cf0-4f12-aa33-e0fa0fb4ffb3 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Scaling Laws for Neural Language Models
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d053b37-c262-4f75-ad1d-a5ce7925aa9e · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Large-scale video classification with convolutional neural networks
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cfe64271-82bd-4516-be08-ccb7ba6da883 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly The Kinetics Human Action Video Dataset
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b02b280a-75ac-4065-8944-5eab1635068e · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly https://klingai.kuaishou.com/, 2024
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f421f113-060f-4d27-b2a3-9fed35ee963c · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly HunyuanVideo: A Systematic Framework For Large Video Generative Models
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c46eacd-70eb-4ad5-8560-117c253831ab · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly https://pika.art, 2024
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7e64a9d5-23c8-487b-be20-3ef31ac4909a · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Learning blind video temporal consistency
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c61b6694-e3d1-43af-a7b2-759fd2462bfb · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Blind video temporal consistency via deep video prior.Advances in Neu- ral Information Processing Systems, 33:1083–1093, 2020
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dd1b183c-25e4-49d0-8094-ec7142a15b1c · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly A Comprehensive Survey on Human Video Generation: Challenges, Methods, and Insights
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9dd9395-673c-4978-ae73-d7dcf938d604 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Unmasked teacher: Towards training-efficient video foundation models
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8163d72d-4924-4546-803d-3539a645ca32 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Evalcrafter: Benchmarking and eval- uating large video generation models
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0e04851a-2b60-4801-93f4-3ca2c757aab9 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Step-Video-T2V Technical Report: The Practice, Challenges, and Future of Video Foundation Model
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f47b92eb-aea3-42b5-b85d-bd2e01c2244f · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly https://hailuoai.com/video, 2024
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation da026e46-ccdd-4afc-af0f-5b1396cef422 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Towards uni- versal fake image detectors that generalize across genera- tive models
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 821ae6ed-6fa6-44a3-8b01-a803ae878be2 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly DINOv2: Learning Robust Visual Features without Supervision
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9c22209-7f9e-4af3-8662-3a7373fd2ca7 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Fine-grained bipar- tite concept factorization for clustering
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 93fb96ba-6863-449a-86d3-2301dd1a20c4 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Fatezero: Fus- ing attentions for zero-shot text-based video editing
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fb886f94-cfd2-4bc8-9f3c-54366cba5604 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Thinking in frequency: Face forgery detection by min- ing frequency-aware clues
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b1761874-bd64-4f16-ac63-fbdaafcbc9fb · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Learning transferable visual models from natural language supervi- sion
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f62dc0ff-c991-4cfa-84f2-0a928dc8319e · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly SAM 2: Segment Anything in Images and Videos
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 870faa30-2263-46f5-bbcd-a907997c7f59 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly De-fake: Detection and attribution of fake images generated by text- to-image generation models
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9621853d-e808-4cbe-a1cf-788173b347ee · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly RepVideo: Rethinking Cross-Layer Representation for Video Generation
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7b48b4a7-df27-410b-9331-5871ccd1d82b · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Two-stream con- volutional networks for action recognition in videos.Ad- vances in neural information processing systems, 27, 2014
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b3b02bf2-9bb3-4da6-8583-009b74dded78 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Denoising Diffusion Implicit Models
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ff065fc5-aca2-4433-a52b-9422068c549c · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly On learn- ing multi-modal forgery representation for diffusion gener- ated video detection
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation ddf49aac-e658-4285-8aff-279af00150c0 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Rethinking the up-sampling op- erations in cnn-based generative network for generalizable deepfake detection
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 13941333-9d54-41fb-9b57-feb3f5f9e977 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Raft: Recurrent all-pairs field transforms for optical flow
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4be8cc68-da9a-43cd-8a3e-857f7ec6dd84 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Learning spatiotemporal features with 3d convolutional networks
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 287fcf92-4dd3-43b5-9924-488cf36576a2 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly https://wanxai.com/, 2025
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a54887a3-c13d-4434-864a-a3629b8b54ae · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly ModelScope Text-to-Video Technical Report
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 576d992d-34f0-421b-9082-911fa33c8632 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Cnn-generated images are surprisingly easy to spot
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 49664a06-07a5-49c3-a551-aeaea6f87f3f · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly InternVideo2: Scaling Foundation Models for Multimodal Video Understanding
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e70c6ca-39ac-40ef-883d-ea6abd2d7e81 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Dire for diffusion-generated image detection
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 090fe47b-0c5a-4758-9f2f-e54c96f3eafa · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Finepose: Fine- grained prompt-driven 3d human pose estimation via diffu- sion models
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 19256ad0-f45e-466f-93aa-56d91f0e5c10 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Fineparser: A fine-grained spatio-temporal action parser for human-centric action quality assessment
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 363e232b-631c-48df-87f7-df057363f3e8 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Human motion video genera- tion: A survey.Authorea Preprints, 2024
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 13aa1db2-34f6-40dc-a205-a5a4b6fae393 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b09e4455-06f3-4c0d-8aed-e113330ba988 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Depth Anything V2
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9c086cc-12cb-4a91-b418-29ca0d344268 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly CogVideoX: Text-to-Video Diffusion Models with An Expert Transformer
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d10aca95-b507-47c4-a89f-567b6b43f0d8 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Stedge: Self-training edge detection with multilayer teaching and regularization.IEEE Transactions on Neural Networks and Learning Systems, 2023
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 17d2de94-5e86-40ab-8500-016ddbd3d6cf · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Diffusionedge: Diffusion probabilistic model for crisp edge detection
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0765e47d-901f-431b-8299-33569df632ae · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Unresolved cited work
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5c6c2acd-9100-4167-bd06-7298ef145230 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Identity- preserving text-to-video generation by frequency decompo- sition
Reference 58
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8519dfa5-1cfa-4702-ae7a-e0fc6614a987 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Multi- scale video anomaly detection by multi-grained spatio- temporal representation learning
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e922e64d-fe81-480c-8a33-011f79f2673c · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Pose-guided transformer for fine-grained action quality assessment.IEEE Transactions on Circuits and Systems for Video Technology, pages 1–1,
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 095c8183-e70b-4959-a272-00087b909712 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Unresolved cited work
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0ec6af70-5789-49ae-8773-854f54d3f961 · outbound
HumanSAM: Classifying Human-centric Forgery Videos in Human Spatial, Appearance, and Motion Anomaly Unresolved cited work
Reference 2025
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
No inbound Pith citation observations are available.