Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:54:12.602741Z
Paper Citation Record · LEDGER
As of 22 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2505.20653.
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 2026-08-07T13:54:12.602741Z
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
39 of 39 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation d0cd9cf6-5f7f-4fb5-b1c0-0ae173dbc223 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Deepfake detection: Current challenges and next steps,
Reference 1
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 45cebfd3-581e-4d1d-b2f5-9edf9ec66306 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Multi-level distributional discrepancy enhancement for cross domain face forgery detection,
Reference 2
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 3e09e232-d38b-4506-acda-a94dc20ba398 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment End-to-end reconstruction-classification learning for face forgery detection,
Reference 3
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 bd96e08c-9863-4ff6-9240-aaaa9aaef58a · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Capsule- forensics: Using capsule networks to detect forged images and videos,
Reference 4
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 9fcdc6cd-f0a8-4940-bd34-8bb2c2021aed · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Spatial-phase shallow learning: rethinking face forgery detection in frequency domain,
Reference 5
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 2ba7642b-1b03-4873-a4f0-04aadc9c3cdb · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Exploiting style latent flows for generalizing deepfake video detection,
Reference 6
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 630c3be0-525b-454f-943b-6b7156fd31cf · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment mixup: Beyond Empirical Risk Minimization
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2786812-5e07-46f1-9dad-9095f5c8ec78 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment How Does Mixup Help With Robustness and Generalization?
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45521997-1e28-4189-98f4-a1ff21115670 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Sharpness-Aware Minimization for Efficiently Improving Generalization
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc6db44f-cf5f-49f8-9b29-462d15c520f1 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Core: Consistent representation learning for face forgery detection,
Reference 10
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 42c0d15f-13cb-448a-b9a9-00b06d4b4c51 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Generalizing face forgery detection with high-frequency features,
Reference 11
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 6ae00089-1ded-444e-b721-57eefbdb5f76 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Ucf: Uncovering common features for generalizable deepfake detection,
Reference 12
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 8f879370-f43b-4691-8aa5-e1c6cb583f3b · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Adaforensics: Learning a characteristic-aware adaptive deepfake detector,
Reference 13
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 3b282f17-f6d3-4a86-bd71-4c125f2bcb23 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Self-supervised learning of adversarial example: Towards good gener- alizations for deepfake detection,
Reference 14
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 2d51f0ea-5923-4316-a7f1-d325dab1795b · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Detecting deepfakes with self-blended images,
Reference 15
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 ad31d8ba-e93c-4109-aed9-3e0f836b1e8c · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Domain general face forgery detection by learning to weight,
Reference 16
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 688afd4b-697c-41f0-b343-3935d1fdb322 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Learning to generalize: Meta-learning for domain generalization,
Reference 17
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 5ecbb88b-6b41-4e80-8d06-cf8fdc0772ab · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Multi-task learning for detecting and segmenting manipulated facial images and videos,
Reference 18
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 9a684bff-c510-433e-aad4-0799d81caf49 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Wilddeepfake: A challenging real-world dataset for deepfake detection,
Reference 19
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 a3e02380-bb28-4a64-83b3-fc78903b2832 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Confr: Conflict resolving for generaliz- able deepfake detection,
Reference 20
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 7dd11f94-b63b-4a2c-b613-2e25a45999c9 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Faceforensics++: Learning to detect manipulated facial images,
Reference 21
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 1acdab3f-7795-45bf-8517-c60eece845ba · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment The deepfake detection challenge (dfdc) preview dataset,
Reference 22
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 c9a79e3d-e814-44b5-a2fa-2c495cfe7cf0 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Celeb-df: A large-scale challenging dataset for deepfake forensics,
Reference 23
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 7a79f8ac-3d50-41db-88ff-192b9aaf97a6 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment The Deepfake Detection Challenge (DFDC) Preview Dataset
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95be3733-eab9-4c97-b4c2-732857a09209 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Exposingaicreated fakevideos- bydetectingeyeblinking,
Reference 25
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 121c5e2f-df32-4a50-8e04-e28a7552d5c0 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Deep residual learning for image recognition,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 47ef51f5-27ab-48cc-b178-b35c0e8c74a1 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Imagenet: A large-scale hierarchical image database,
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cfa2c2f6-240f-40a5-be40-3f088a391602 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Unresolved cited work
Reference 28
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 2d904a24-335a-4856-85b9-8b2d6ba4fbbc · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Deepfakebench: a comprehensive benchmark of deepfake detection,
Reference 29
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 11e2d78d-e891-41ae-a4d8-453887a52c54 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Mesonet: a compact facial video forgery detection network,
Reference 30
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 f475e05c-d82b-4bc5-82a8-6b79bce1cf48 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Xception: Deep learning with depthwise separable convolutions,
Reference 31
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 31c73d96-db3c-4c47-85b2-9d3a642de4eb · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Efficientnet: Rethinking model scaling for convolutional neural networks,
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37ef06a2-9c91-4e88-bac4-a980e183e8a9 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Discrepancy-Guided Reconstruction Learning for Image Forgery Detection
Reference 33
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 6b160238-4f4f-472c-9b9a-59f4b0c5ff38 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Asam: Adaptive sharpness-aware minimization for scale-invariant learning of deep neural networks,
Reference 34
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 59725efe-c39b-4ec9-aedf-3a0c58d50a45 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Adam: A Method for Stochastic Optimization
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4f0cadd-4fee-46b1-b605-6515d54d9dba · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Sharpness- aware gradient matching for domain generalization,
Reference 36
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 f4fc87df-54c1-4e24-961f-4b43e48adb38 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Grad-cam: Visual explanations from deep networks via gradient-based localization,
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3f490ba-0a7e-4fe6-af2a-4ce5ccb21081 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Stochastic neighbor em- bedding,
Reference 38
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 c0d55027-aa3a-48cd-9cd7-7608fcc019e0 · outbound
RoGA: Towards Generalizable Deepfake Detection through Robust Gradient Alignment Beyond the spectrum: Detecting deepfakes via re-synthesis,
Reference 39
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.