Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T10:49:10.123078Z
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 0 inbound Pith citation observations for arXiv:2504.17223.
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 2026-08-16T10:49:10.123078Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation fb37e589-4370-4a10-b040-1394bb1aa712 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
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Observation 187f8cc7-e58a-49f6-94ee-b87146a5b14b · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
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Observation 44a415c5-a758-4054-ac49-cf8d48ee9e89 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
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Observation 28c64197-d0c6-4497-b3fc-3648ad738383 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Wasserstein GAN
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Observation 7c71183a-40c6-4d86-98e1-fab27e91f927 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
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Observation 7937e47a-ca8c-4f51-883d-6fb960cf8de2 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
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Observation d3ec3f8d-a65f-405b-a661-7efb8a1a70de · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
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Observation 34710bd5-d4a5-419f-9b2b-9c906eb8d9dd · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
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Observation ab600e99-9b26-4b03-954c-146ff84383c8 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion The DeepFake Detection Challenge (DFDC) Dataset
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Observation 9f0648ff-77f5-43c1-a3ca-bdbe53678cd1 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
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Observation 2383f164-456e-46f5-b4c8-1e9245abc268 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Reference 12
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Observation 96376085-2447-4ba1-afd6-b62d166b2071 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unmasking DeepFakes with simple Features
Reference 13
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Observation 04ae5e80-d570-4613-adc8-3890c34fdc99 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 14
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Observation a40018fc-7453-4578-8930-94cb2c40c8a6 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 15
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Observation 12191985-7762-4904-8595-f82e6847d842 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 16
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Observation db457467-ae85-474d-bee4-0cb9d918cf1c · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 17
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Observation 9e8942b1-de34-49e1-92d9-338965b5321f · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 18
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Observation fb765e98-038d-4026-9543-a3d1d7c613d8 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Progressive Growing of GANs for Improved Quality, Stability, and Variation
Reference 19
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Observation 75b8d809-d7e1-4f01-b7be-37a4913e3477 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 20
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Observation 6b78713f-30b1-4a4b-bc12-f946536c9554 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 21
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Observation 6e8b4fde-9377-4cd1-93ff-114b379042fe · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 22
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Observation b0644b3c-e183-4ed4-938f-df4061fe695b · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping
Reference 23
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Observation 96753057-3dec-4301-b395-bfe2d2ab50a2 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 24
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Observation 6190d988-385a-4554-aafe-b453ccbce85f · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion In Proceedings of the IEEE/CVF conference on computer vision and pattern recognition
Reference 25
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Observation 5e1c4181-21a8-4d91-b09a-f08aaf3db44b · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 26
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Observation 1bf69079-e678-4b33-964a-0896104a35b8 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 27
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Observation 32e3ae35-e72e-46cd-9e59-b1ac934f673f · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 28
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Observation 9cef1829-ab44-42ea-b1cd-e33316229e10 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 29
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Observation 1341afde-1dbe-4e22-9e29-ae874da4680b · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 30
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Observation 97b28e65-9547-42a7-8de4-34ce3173e55f · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 31
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Observation c2995a47-85c4-4c5b-afad-6347f030c08f · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 32
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Observation 787ce83e-d7c8-442b-b48b-2b6e40e3f379 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
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Observation 9538dfd3-c670-4ed2-8b23-06e21a58c665 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 34
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Observation f613daf2-359d-43f1-9d41-a46016c41f72 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
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Observation 6a0e6148-351b-454a-90d9-0f4f1dd90bee · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 36
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Observation 0911347c-0634-4437-9161-70744e598eac · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 37
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Observation 08d55d8f-3474-4006-a571-25c9bc716774 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 38
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Observation c3b86e65-5842-4675-b424-2f6892c21e9e · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 39
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Observation 85013647-11b5-422f-ac86-ba37e515900a · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 40
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Observation b107d139-abc2-40ed-bc37-4730d392fa62 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 41
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Observation 6dc76410-9567-4704-ad04-ab8a149abb8d · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 42
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Observation c7aeba43-e580-42a5-94f0-e8c94819bfd8 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 43
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Observation 5ec81dce-6fa7-43d6-bcce-fbbf7375003b · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 44
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Observation 7421ad6a-64d0-46b1-960b-e9fa9c903fd9 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 45
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Observation 7adc176d-fd5a-4191-8f5c-7e55e648715c · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 46
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Observation dcf64d90-21c5-4484-8409-c00535f26d84 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 47
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Observation bc193394-6cd0-4fc6-8e37-baca0a3b9c1c · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 48
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Observation c0e1e312-6e7b-497d-8ec6-dba4f00f0a3e · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion InProceedings of the IEEE/CVF conference on computer vision and pattern recognition
Reference 49
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Observation dc4aa53c-f0b4-4383-af06-8a7868fc5105 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
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Observation c99f833d-891f-473b-a5bf-c1d74de56c33 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 55
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Observation a63a68fd-09e6-488e-a628-f6ea8b2a5ce3 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion Unresolved cited work
Reference 56
Source-reported events for the cited work
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Observation a109f32a-2e08-4172-95e0-818873eba653 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion IEEE transactions on image processing 28, 11 (2019), 5464–5478
Reference 2019
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No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e323ab07-729f-4b38-9f8d-f16ebf0afd46 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion DeepFakesON-Phys: DeepFakes Detection based on Heart Rate Estimation
Reference 2020
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Observation cbeaea5c-586d-499b-ad24-26d2c00b927f · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion In 2021 16th IEEE international conference on automatic face and gesture recognition (FG 2021)
Reference 2021
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation a1a795c0-4659-45ee-8229-745b98023e40 · outbound
Towards Generalizable Deepfake Detection with Spatial-Frequency Collaborative Learning and Hierarchical Cross-Modal Fusion IEEE Transactions on Circuits and Systems for Video Technology (2024)
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
No inbound Pith citation observations are available.