Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T12:47:34.016786Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 71 of 71 outbound references and 0 inbound Pith citation observations for arXiv:2507.21530.
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 2026-08-06T12:47:34.016786Z
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
71 of 71 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation c1ee763d-c8ac-4eab-a45d-48044c2e8401 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection High- resolution image synthesis with latent diffusion models,
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 d321f5cf-aea9-4a2d-a864-9976f6e9d3e9 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Analytic-dpm: an analytic estimate of the optimal reverse variance in diffusion probabilistic models,
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 0a54664e-c24a-453d-b267-e581aadee842 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Deep unsupervised learning using nonequilibrium thermodynamics,
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 5743618b-d756-4962-9f3a-7e75b33495d0 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Dcface: Synthetic face generation with dual condition diffusion model,
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 de66bf47-f22d-4c90-a916-60187aea132a · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Diffusion facial forgery detection,
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 247624d5-2b39-43b9-8739-6b4aff74b8f2 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Region-aware face swapping,
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 549663f8-dcde-4105-827c-c7c0ddc44bb4 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Diffswap: High- fidelity and controllable face swapping via 3d-aware masked diffusion,
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 2771f4bb-d7ab-4f29-92ec-e636e331430c · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Towards General Visual-Linguistic Face Forgery Detection(V2)
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 3af3aabd-9a89-4549-8dcc-c7fb2015bb17 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Diffusionface: Towards a comprehensive dataset for diffusion-based face forgery analysis,
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 e0a5a68e-5061-46f9-a8f3-2f965329ed25 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Can we leave deepfake data behind in training deepfake detector?
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 f82a7a2b-2a38-47fd-beb8-ab0e48272a28 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Contrastive learning for deepfake classification and localization via multi-label ranking,
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 a61e62c9-92d7-48b5-a252-32dfb26dd60a · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Mmnet: multi- collaboration and multi-supervision network for sequential deepfake 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 5a56d8d1-f272-4d03-bf13-e26153bb401c · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Generalizing deepfake video detection with plug-and-play: Video-level blending and spatiotemporal adapter tuning,
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 a58e58e8-a90a-4c01-9d35-33d1db4ac74b · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Rethinking the up-sampling operations in cnn-based generative network for gener- alizable deepfake 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 7a3983b5-a186-4895-a631-d5dac188ae75 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Contrastive pseudo learning for open-world deepfake attribution,
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 66fea0bf-7fbd-4c49-936d-3f704e78dcce · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Jointly defending deepfake manipulation and adversarial attack using decoy mechanism,
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 8ccf16ec-b54d-4ab8-80c2-bf577eb5a842 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Supervised anomaly detection via conditional generative adversarial network and ensemble active learning,
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 72e2f0e4-a8d0-4ca0-98c7-84b0b8fa4965 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Faceforensics++: Learning to detect manipulated facial images,
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 d50273d0-1b21-411c-b502-b2560bb7ecc7 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Thinking in frequency: Face forgery detection by mining frequency-aware clues,
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 1d77aa0a-48a0-4b1b-8ecd-9425cf65cf04 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Multi- attentional deepfake 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 a0408ff4-6f57-4b90-b633-aefe84a6b1ab · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Face x-ray for more general face forgery detection,
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09c8a3f7-4ecb-442a-bf7f-042f4261c8ad · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Generalizing face forgery detection with high-frequency features,
Reference 22
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 e0c6915a-8322-4a29-a2c3-c697e5582f59 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Representative forgery mining for fake face detection,
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 9879ed7c-1254-4514-a4f9-d2277e7e1e4c · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Implicit identity leakage: The stumbling block to improving deepfake detection generalization,
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 d2b0f576-9d4b-4af1-84dd-c706aca0a1dd · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Detecting deepfakes with self-blended images,
Reference 25
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 5e9e4478-c10d-4d22-b1f8-c1bbc4c061ff · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Freqblender: Enhancing deepfake detection by blending frequency knowledge,
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 589c132d-f349-4f47-a083-b31cec07723b · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Learning self- consistency for deepfake 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 cc3f1bca-069a-4349-b9de-39cb09925f04 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Text-guided human image manipulation via image-text shared space,
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 9da2af78-c3e5-44c1-90cf-689cd46b74df · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Deepfake detection based on discrepancies between faces and their context,
Reference 29
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 026aec7d-f079-4427-82a7-78141c0e1832 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Auto-encoding variational bayes,
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 2a5f6720-fa2c-469c-9f01-359cde55fc05 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Generative adversarial nets,
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 d3ee33eb-3f7f-4150-849a-4d97367af0bc · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Face2face: Real-time face capture and reenactment of RGB videos,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d351cda1-d367-4f71-b83f-9154c5b546af · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection A style-based generator architecture for generative adversarial networks,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 876b2cbd-98d5-4eda-931a-026837956ada · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Towards open-set identity preserving face synthesis,
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 094d0dd3-9926-474f-9ea9-63bf766dc4d3 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Exchanging faces in images,
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 47e67046-dc74-4dd1-913b-bc9d652e69fc · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection gDDIM: Generalized denoising diffusion implicit models
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d901d40-9c4c-4b95-8d74-9e11871982d5 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Improved denoising diffusion proba- bilistic models,
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 07c18022-e586-4168-ac64-8d65e4fbdc38 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection BDDM: bilateral denoising diffusion models for fast and high-quality speech synthesis,
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 3ca187eb-e5a8-40b1-9a1a-709d723f698c · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Denoising diffusion implicit models,
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 6e3cb0a3-845e-477a-b954-80825c302c65 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Denoising diffusion probabilistic models,
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 179058b3-df9e-4b7e-97f0-13554a9b62be · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Diffface: Diffusion-based face swapping with facial guidance,
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 396a11d5-8e16-4b9c-916b-62994aad645f · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Transcending forgery specificity with latent space augmentation for generalizable deepfake detection,
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 5d6a1ac7-9415-456e-9356-40b78b0283b4 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Improving generalization of deepfake detectors by imposing gradient regularization,
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 f2b46da0-5353-4c83-bfbd-27cfb12a771c · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection DATA: Multi-Disentanglement based Contrastive Learning for Open-World Semi-Supervised Deepfake Attribution
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 d3c49632-1ffb-4685-bad7-22bf32e6153c · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Exploring frequency adversarial attacks for face forgery 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 bb53a9b7-7d3d-4d6c-af55-57c3690fd08f · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Sstnet: Detecting manipulated faces through spatial, steganalysis and temporal features,
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 cea4ce7b-9dc1-4d89-ab0a-dccaa5888035 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Multi-factor adaptive vision selection for egocentric video question answering,
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 5e364a2d-70f6-48d9-b3a8-7a170545581d · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Efficientnet: Rethinking model scaling for convolutional neural networks,
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 be70ed2b-3618-43b8-b866-72c849e4ae90 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection An image is worth 16x16 words: Transformers for image recognition at scale,
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 c668f52a-a34e-44ac-8837-17aee89ab28b · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection V oice-face homogeneity tells deepfake,
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 95a536e7-dc4c-4771-95a8-eb01843b194f · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Leveraging real talking faces via self-supervision for robust forgery detection,
Reference 51
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 4ebc9df6-764a-4486-815a-69ff29b35b5e · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Emotions don’t lie: An audio-visual deepfake detection method using affective cues,
Reference 52
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 f2d12443-127a-4dae-9aa1-086a3b1adaf2 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Dual contrastive learning for general face forgery detection,
Reference 53
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 d1b88a7d-bb19-4690-b029-d044d43549f2 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Self-supervised learning of adversarial example: Towards good generalizations for deepfake detection,
Reference 54
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 0d7a44f9-722b-44ea-9514-66df371b98cb · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection UCF: uncovering common features for generalizable deepfake detection,
Reference 55
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 7adcf623-45df-44d7-bd0d-73b8fd068c64 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Towards more general video-based deepfake detection through facial feature guided adaptation for foundation model,
Reference 56
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 99633e12-f339-4bb3-a198-523349475d6c · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Conflict-averse gradient descent for multi-task learning,
Reference 57
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 9d33cd8a-4596-4103-8248-ad8a9e48dde0 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Gradient surgery for multi-task learning,
Reference 58
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 6d95cc4d-ac71-43ff-8e60-0362ab36ad39 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Gradient alignment for cross-domain face anti-spoofing,
Reference 59
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 480496aa-e6d5-4de3-a3b1-424e76f5c293 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Sharpness-aware gradient matching for domain generalization,
Reference 60
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 ebf60d28-0eb9-45ba-9f5d-84b78ec68e34 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Nasvit: Neural architecture search for efficient vision transformers with gradient conflict-aware supernet training,
Reference 61
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 0ed05310-dff4-48d3-9933-df5e04c32f64 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Celeb-df: A large-scale challenging dataset for deepfake forensics,
Reference 62
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 c668e9b2-5793-4480-8148-810e4321912f · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection The deepfake detection challenge dataset,
Reference 63
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 afb509a1-f4f4-41d1-96a1-49ad053cd899 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection In ictu oculi: Exposing ai generated fake face videos by detecting eye blinking,
Reference 64
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 f8ab4a6f-9adf-41e3-876a-b80799cc56dc · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection CORE: consistent representation learning for face forgery detection,
Reference 65
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 92c47846-41ae-4e32-9e4b-cac64df1713d · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection End-to- end reconstruction-classification learning for face forgery detection,
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d0fe9d2e-7237-48a7-837d-957ff69b10d3 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Learning to discover forgery cues for face forgery detection,
Reference 67
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 f8405602-c046-4548-a07c-5ec4dd9039ec · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Fully unsupervised deepfake video detection via enhanced contrastive learning,
Reference 68
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 da6e5736-4c87-4d79-a813-f3b46febc1e6 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Exploiting style latent flows for generalizing deepfake video detection,
Reference 69
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 51e4cdfc-cfa2-4698-a84a-671ae994a648 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Orthogonal subspace decomposition for generalizable ai-generated image detection,
Reference 70
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 6100ca02-0d21-4c14-8050-bbf503713132 · outbound
Suppressing Gradient Conflict for Generalizable Deepfake Detection Towards general visual-linguistic face forgery detection,
Reference 71
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.