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Paper Citation Record · LEDGER

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection

As of 22 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 1 inbound Pith citation observation for arXiv:2504.21066.

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

pith.paper-citation-record.v1
2504.21066 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-16T05:25:16.187380Z

measured 20 of 20 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:35:17.941908Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T05:30:23.456663Z

Reference resolution

19 of 19 outbound references displayed

  • verified exact4
  • verified fuzzy12
  • unresolved3
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

1
pith, observed 2026-08-10T05:30:23.456663Z

Outbound references

Observation f0720699-19cb-434f-bac5-7ea04c529794 · outbound

This paper cites Towards Optimal Trade-Offs in Knowledge Distillation for CNNs and Vision Transformers at the Edge,.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection Towards Optimal Trade-Offs in Knowledge Distillation for CNNs and Vision Transformers at the Edge,

Reference 1

Resolution
verified exact
raw_fallback, observed 2026-08-16T05:25:16.447226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

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Observation acd2a4c2-3aa2-4aa4-8a5d-0fd2ebaf3bdd · outbound

This paper cites Reducing inference energy consumption using dual complementary CNNs,.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection Reducing inference energy consumption using dual complementary CNNs,

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-16T05:25:16.563385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:25:16.129644Z digest=sha256:47143234dabeaf25fa6c6d8d33679b7cabef5d28158ed7d4dec7fcd6202e2a67

Observation 8664814d-f859-44d9-ab3c-b81cee092a5b · outbound

This paper cites A Survey on Transfer Learning,.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection A Survey on Transfer Learning,

Reference 3

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unresolved
no resolver link, observed 2026-08-16T05:25:16.133244Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:25:16.133244Z digest=sha256:a7a746c3e5528be2bde1c67695380d72e4f827e216d91b67fd1fcba7dabfe0ab

Observation 0bf3eace-6882-4bbd-90c5-4a46a70770fa · outbound

This paper cites Multistage transfer learning for medical images,.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection Multistage transfer learning for medical images,

Reference 4

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verified exact
doi, observed 2026-08-16T05:25:16.218604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:25:16.136733Z digest=sha256:fd4c6ad077c6dab0e012da0a2c59bd5912903dc3faa62dbb25d21b25f11d6857

Observation e732327e-b65f-4e52-ae4e-c1c74d440599 · outbound

This paper cites Deepfake Detection: A Systematic Literature Review,.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection Deepfake Detection: A Systematic Literature Review,

Reference 5

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verified exact
raw_fallback, observed 2026-08-16T05:25:16.335161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:25:16.140652Z digest=sha256:98a8a4382f5a3fba929fe8e0331e460c2b3a9a51e23c38adc8129fe2e7b736ad

Observation e84f8904-92a4-4811-ac2e-0e5de24cb786 · outbound

This paper cites Cnn- generated images are surprisingly easy to spot... for now,.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection Cnn- generated images are surprisingly easy to spot... for now,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:25:16.554264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:25:16.144181Z digest=sha256:1510b3fd79d3a024a4b003f3d34c72de614b0d70996f1b5ab55af70e57059f51

Observation b86f7824-e478-4717-b709-349f99d0c846 · outbound

This paper cites Deep learning for deepfakes creation and detection: A survey,.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection Deep learning for deepfakes creation and detection: A survey,

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:25:16.545036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:25:16.147882Z digest=sha256:fef186ac52a79a2f145bc869715c87276937989f5b7420148326c33152eac38f

Observation b6c65da8-17cf-45a7-9182-e207afbe08dd · outbound

This paper cites The creation and detection of deepfakes: A survey,.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection The creation and detection of deepfakes: A survey,

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:25:16.535855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:25:16.151748Z digest=sha256:ee3d1fab8091125bc8a38edd8e7361bd5509c8acd82ad0f17e542d420aa6515f

Observation 0959495b-a6e1-4c53-8cb9-4a533be8ca6c · outbound

This paper cites Pruning and quantization for deep neural network acceleration: A survey,.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection Pruning and quantization for deep neural network acceleration: A survey,

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:25:16.527110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:25:16.155666Z digest=sha256:6556563e502f0575b323d7d14174852f549b5d8c8323515be88bf0bc25a1684d

Observation 866a7764-5076-4075-8bc3-a2d83899d8cd · outbound

This paper cites A light- weight edge-enabled knowledge distillation technique for next location prediction of multitude transportation means,.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection A light- weight edge-enabled knowledge distillation technique for next location prediction of multitude transportation means,

Reference 10

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verified fuzzy
raw_fallback, observed 2026-08-16T05:25:16.516879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:25:16.158748Z digest=sha256:0fa92ff3faee07788b815191e995495efe97eab0451c306580dbef59663fd769

Observation d9d14323-4205-4f4b-9005-82e617e41e3e · outbound

This paper cites SpotTune: Transfer Learning through Adaptive Fine-tuning.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection SpotTune: Transfer Learning through Adaptive Fine-tuning

Reference 11

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unresolved
no resolver link, observed 2026-08-16T05:25:16.161729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:25:16.161729Z digest=sha256:06704d6bd1e1a7f9deec2a20d631c8b02f0cb01fdbaeb34f6ed82f7ea5259538

Observation ebd31945-0bfb-46e5-b4ee-fb1db3017b2d · outbound

This paper cites VL-Adapter: Parameter-Efficient Transfer Learning for Vision-and-Language Tasks.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection VL-Adapter: Parameter-Efficient Transfer Learning for Vision-and-Language Tasks

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-16T05:25:16.164974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-16T05:25:16.164974Z digest=sha256:2e8654e749de7fa960c14aeb0eb46aca36bfc5a0c86f58ce4f5ecdb5ded0e4db

Observation 9b437896-0d33-44f1-afb7-fb1296f6b9e5 · outbound

This paper cites A Comparative Analysis of Compression and Transfer Learning Techniques in DeepFake Detection Models,.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection A Comparative Analysis of Compression and Transfer Learning Techniques in DeepFake Detection Models,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:25:16.506445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:25:16.168463Z digest=sha256:40c67eba768d1a214391d4c8782ad79b0a545d4b5ee37a3799f653ddc9615c1b

Observation 8a532148-bcf3-48bc-932e-a2f8d300c699 · outbound

This paper cites Synthbuster: Towards detection of diffusion model gen- erated images,.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection Synthbuster: Towards detection of diffusion model gen- erated images,

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-16T05:25:16.497176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:25:16.171357Z digest=sha256:d7a9fdf586df54187ad8b9e4e48ec44eeb7c91925c15f37fb52af45c9d8ebfab

Observation d421eb4f-5ed7-4d4c-a0c3-7a00df4ba49e · outbound

This paper cites Media forensics and deepfakes: an overview,.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection Media forensics and deepfakes: an overview,

Reference 15

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verified fuzzy
raw_fallback, observed 2026-08-16T05:25:16.487365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:25:16.174265Z digest=sha256:4304fe79196e90ac5152b46eb729741e5719f552bfbb5718d0565be9b0d119a7

Observation 023eade0-5426-4d7d-9bb1-d50d0704bf63 · outbound

This paper cites The emergence of deepfake technology: A review. technology innovation management review, 9 (11), 39–52,.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection The emergence of deepfake technology: A review. technology innovation management review, 9 (11), 39–52,

Reference 16

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verified fuzzy
raw_fallback, observed 2026-08-16T05:25:16.478177Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:25:16.177298Z digest=sha256:1218d08cde98963458954936b4e3e8b75a5a7a3f63e504fd9feb34f9669cb645

Observation 989e7c5f-fe4c-4ef9-801a-7b3bbd34262b · outbound

This paper cites From deepfake to deep useful: risks and opportunities through a systematic literature review.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection From deepfake to deep useful: risks and opportunities through a systematic literature review

Reference 17

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verified exact
local_arxiv, observed 2026-08-16T05:25:16.238904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:25:16.180207Z digest=sha256:2852dacbf4190c058c5f59808f53cb5080f3d2dccae7f9f416b8ea759f81fe65

Observation fdc88136-f059-47f0-bdd4-7ebb51659163 · outbound

This paper cites andreaskarathanasis/Compression-Transfer-of- DeepFake-Models,.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection andreaskarathanasis/Compression-Transfer-of- DeepFake-Models,

Reference 18

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verified fuzzy
raw_fallback, observed 2026-08-16T05:25:16.467501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:25:16.184065Z digest=sha256:3da3e7d49e7946481bae15b6e322fb6c654b5f127c08cb02bf22973cad588790

Observation a30a3ee3-f1d2-4c47-b7b4-5ccdecfd900d · outbound

This paper cites Domain-adaptive deep network compression,.

A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection Domain-adaptive deep network compression,

Reference 19

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verified fuzzy
raw_fallback, observed 2026-08-16T05:25:16.457438Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-16T05:25:16.187380Z digest=sha256:35003fd2a706966d03463876e2e4ce473acbdb6795ffe2bd6e49aa31def9467b

Pith citing papers

Observation bf241704-3e98-4495-b72e-d4fd57a70c76 · inbound

Frugal Machine Learning for Energy-efficient, and Resource-aware Artificial Intelligence cites this paper.

Frugal Machine Learning for Energy-efficient, and Resource-aware Artificial Intelligence A Brief Review for Compression and Transfer Learning Techniques in DeepFake Detection

Reference 15

Resolution
verified exact
local_arxiv, observed 2026-08-07T11:35:28.574335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-07T11:35:17.941908Z digest=sha256:bcc1da620cde3d779de833e0f75f8c110682831e67e0035c648f5c8a09095527