Paper Citation Record · LEDGER

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection

As of 11 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2501.16704.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2501.16704 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T11:19:33.974978Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

24 of 24 outbound references displayed

verified exact2
verified fuzzy9
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d9dec384-f9e9-424b-b18a-0ad24217fde5 · outbound

This paper cites MaxViT: Multi-Axis Vision Transformer.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection MaxViT: Multi-Axis Vision Transformer

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T11:19:33.856881Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07410519-75ec-4f48-99b6-0727dd33450b · outbound

This paper cites CoAtNet: Marrying Convolution and Attention for All Data Sizes.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection CoAtNet: Marrying Convolution and Attention for All Data Sizes

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T11:19:33.862479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d4067da-3143-4d0e-8b34-0f87264b6089 · outbound

This paper cites Eva-02: A visual representation for neon genesis,.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection Eva-02: A visual representation for neon genesis,

Reference 3

Resolution: verified exact; arxiv_id_nonexistent, observed 2026-08-10T11:19:34.498935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8009a825-a2ba-463e-9151-ed64e6d438b8 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T11:19:33.872709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f84ef22-c945-49ff-8097-20f8a95ba05d · outbound

This paper cites Supervised Contrastive Learning.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection Supervised Contrastive Learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T11:19:33.878674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6eea79bb-0b59-41e3-b57b-c8af0ba48574 · outbound

This paper cites Deepfakebench: A comprehensive benchmark of deepfake detection,.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection Deepfakebench: A comprehensive benchmark of deepfake detection,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T11:19:34.694005Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c21d5601-274a-4d25-843e-ea1b90873b74 · outbound

This paper cites Celeb-df: A large- scale challenging dataset for deepfake forensics,.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection Celeb-df: A large- scale challenging dataset for deepfake forensics,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T11:19:33.889229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94b3f932-0e0e-4d50-9564-eb1a4152e6ba · outbound

This paper cites FaceForensics++: Learning to Detect Manipulated Facial Images.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection FaceForensics++: Learning to Detect Manipulated Facial Images

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T11:19:33.894067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0109a20-dc28-42b6-96e6-94ba1e54828a · outbound

This paper cites FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection FaceShifter: Towards High Fidelity And Occlusion Aware Face Swapping

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T11:19:33.898978Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80b6d638-82b9-420a-8781-619b4eb4fdc0 · outbound

This paper cites The Deepfake Detection Challenge (DFDC) Preview Dataset.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection The Deepfake Detection Challenge (DFDC) Preview Dataset

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T11:19:33.904470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66376635-bca3-4704-963b-67df39c252a0 · outbound

This paper cites Fine-Grained Face Swapping via Regional GAN Inversion.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection Fine-Grained Face Swapping via Regional GAN Inversion

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T11:19:33.909422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1a270fe-3ad9-476a-b4f3-2ff0eb0583af · outbound

This paper cites Facedancer: Pose- and occlusion-aware high fidelity face swapping,.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection Facedancer: Pose- and occlusion-aware high fidelity face swapping,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T11:19:34.667351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c6cfeeda-86dc-4760-b9d4-61071f6ec010 · outbound

This paper cites BlendFace: Re-designing Identity Encoders for Face-Swapping.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection BlendFace: Re-designing Identity Encoders for Face-Swapping

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-10T11:19:34.048664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 33cdd0fa-b766-4920-a603-3b5d20cf91ef · outbound

This paper cites inswapper,.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection inswapper,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T11:19:34.652765Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 97894337-80c7-4d60-b961-351986ced354 · outbound

This paper cites Hyperreenact: One-shot reenactment via jointly learning to refine and retarget faces,.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection Hyperreenact: One-shot reenactment via jointly learning to refine and retarget faces,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T11:19:34.635660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2ca05369-7d0b-4c0b-beff-c4041ae8920c · outbound

This paper cites Designing an Encoder for StyleGAN Image Manipulation.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection Designing an Encoder for StyleGAN Image Manipulation

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T11:19:33.941121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3757744b-e8fb-4916-bacb-a41cc167871e · outbound

This paper cites StyleCLIP: Text-Driven Manipulation of StyleGAN Imagery.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection StyleCLIP: Text-Driven Manipulation of StyleGAN Imagery

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T11:19:33.946248Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4021bdfe-a4a3-4d9b-8b71-4ae56276081c · outbound

This paper cites Huggingface: State-of-the-art natural language process- ing,.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection Huggingface: State-of-the-art natural language process- ing,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T11:19:34.620387Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2cd84600-c597-471b-8826-d45d1081594f · outbound

This paper cites Pytorch image models (timm),.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection Pytorch image models (timm),

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T11:19:34.604960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 73178401-1fee-4129-9a89-de5146080245 · outbound

This paper cites Imagenet: A large-scale hierarchical image database,.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection Imagenet: A large-scale hierarchical image database,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-10T11:19:33.961367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dfff1c5f-b6aa-4b8a-929a-ed22c30fefec · outbound

This paper cites Supcontrast: Supervised contrastive learning,.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection Supcontrast: Supervised contrastive learning,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T11:19:34.579165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3700cb6d-bf02-4c6f-ac7b-3de06a737468 · outbound

This paper cites Kaggle: Your home for data science,.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection Kaggle: Your home for data science,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T11:19:34.563517Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c25a7676-57d0-4984-bb62-9ab3586c0d8f · outbound

This paper cites Signal processing cup,.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection Signal processing cup,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T11:19:34.547485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a377a603-20ab-439d-87f5-0d46f792fa46 · outbound

This paper cites FaceDancer: Pose- and Occlusion-Aware High Fidelity Face Swapping.

DFCon: Attention-Driven Supervised Contrastive Learning for Robust Deepfake Detection FaceDancer: Pose- and Occlusion-Aware High Fidelity Face Swapping

Reference 2022

Resolution: metadata mismatch; local_arxiv, observed 2026-08-10T11:19:34.071442Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.