Paper Citation Record · LEDGER

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection

As of 18 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2505.12966.

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

pith.paper-citation-record.v1
2505.12966 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T20:26:40.463231Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

50 of 50 outbound references displayed

verified exact2
verified fuzzy2
unresolved46
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0956c481-c047-4f8c-93bb-f1f95bb4ddb4 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.281549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 695ce71f-e1d1-49ae-8da8-5c38a44b484f · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.286253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e2427aab-5332-4aeb-a939-8e6ed78c295e · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:41.247214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 14e80e1e-f2e4-4003-a20d-6f4b56f0b1ff · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.293799Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation efacb3f0-ffc5-44dd-b850-770df210ca5d · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.297728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87b47bf0-2f78-4a83-824a-266d127f9a23 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:41.227141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c794a270-8b0d-4e85-b134-3c5b18728363 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:41.204744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation f7cbfd99-42c1-4ef1-8c0d-9c05afbcc4a6 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:41.193805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 24968d36-7306-4a22-a736-b7def749ec9d · outbound

This paper cites ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.315969Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eed284d1-d7f6-4e84-a23a-14800f372a4e · outbound

This paper cites The DeepFake Detection Challenge (DFDC) Dataset.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection The DeepFake Detection Challenge (DFDC) Dataset

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.320372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 838afdd1-f647-4836-913e-e86fa444f31c · outbound

This paper cites Exploiting Human Social Cognition for the Detection of Fake and Fraudulent Faces via Memory Networks.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Exploiting Human Social Cognition for the Detection of Fake and Fraudulent Faces via Memory Networks

Reference 11

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:26:40.776443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c1750a02-241f-401d-a6f6-f093f96756c6 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:41.181522Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 7f036864-9e9f-4252-93e0-912da922d07b · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:41.169513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 00b471f1-1273-43bc-ac51-70252e37ec1b · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:41.157948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9c0d824b-5378-45a4-bdc5-1857e3e66473 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:41.144689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 68f3e0b3-7665-4083-8b98-a2988b614f4d · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:41.123920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation af7c87d8-17a2-430a-a47e-c145eb6c75d0 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:41.109101Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b0a210e9-9ebd-4933-bd43-110be130c434 · outbound

This paper cites FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.350879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2e24df5-deb6-4a43-8dd3-126891d92206 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.354947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9146b3f7-1365-4517-bda2-e9d1fd8aba40 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:41.087168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation eb295b79-7654-4b9e-b532-180442de8307 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.361716Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2d7fe20-cfd7-421a-bd93-1b0b47927709 · outbound

This paper cites Focal Loss for Dense Object Detection.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Focal Loss for Dense Object Detection

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.364931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77019fd2-16d1-4cc7-8c15-aa7b47904d55 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.369047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62a15c33-ba9b-4584-970d-ac1eb3e8ebd8 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:41.067286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fabb217c-1a68-4806-967d-e6b0c57cc646 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:41.052805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation c79f462c-3a82-4eff-93ab-9afbc0111c7f · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.379788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 66054c2b-e0c6-4c45-9976-92afac49ee53 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.383424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2cf8cea9-a8ad-4e9b-ada7-5e1c1bbb8be0 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.387133Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6b158765-7927-44ae-abac-becee3f9e978 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:41.005513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bf8e16e1-e29a-4c51-a874-66aa2709d88d · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.394217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e7f5d7f6-b1e9-44ac-9f16-b85bb74c5d0d · outbound

This paper cites Do we really have to filter out random noise in pre-training data for language models?.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Do we really have to filter out random noise in pre-training data for language models?

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.397517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed14cfd2-6b3e-4052-9fc3-f2e5d215fb63 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:40.991853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation bac887e2-3d19-44e9-9867-ecf38a847036 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:40.978031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 6f589618-f2d9-4bb4-9e8f-541f20d9fb07 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:40.964971Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation fc785d64-1a9a-480d-83cd-dbc99eabb005 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:40.952225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 9f4cc4e7-b636-44b0-a0b3-816f9c715097 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.418731Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d82717d-2bd3-4597-b94e-dece1667d44c · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:40.917936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation b75fbfe1-56b2-462a-a0a6-e49088c54d39 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:40.905348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d61916bb-6111-42bd-a45a-53b1b6e02099 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.429069Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0595e4d2-a512-4459-86c8-b634bdfa1416 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.432564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 69d1f75d-d732-42c7-8ce3-c6d880711e53 · outbound

This paper cites ATRI: Mitigating Multilingual Audio Text Retrieval Inconsistencies by Reducing Data Distribution Errors.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection ATRI: Mitigating Multilingual Audio Text Retrieval Inconsistencies by Reducing Data Distribution Errors

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.436147Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee88b798-d67b-4413-bbdc-96f527fb2faf · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:40.891414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 09e1e9de-bffb-429e-a3cb-e8d8ca8cec21 · outbound

This paper cites Multi-attentional Deepfake Detection.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Multi-attentional Deepfake Detection

Reference 43

Resolution: verified exact; local_arxiv, observed 2026-08-15T20:26:40.540014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 41780aa8-333a-45bf-b717-01f2e373add7 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:40.877718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation e167f801-387c-48ab-82e0-8d7e4487df74 · outbound

This paper cites an unresolved cited work.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-15T20:26:40.866571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 633ce0f2-9aee-47c4-85f3-34d9dc5e2575 · outbound

This paper cites VARGPT-v1.1: Improve Visual Autoregressive Large Unified Model via Iterative Instruction Tuning and Reinforcement Learning.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection VARGPT-v1.1: Improve Visual Autoregressive Large Unified Model via Iterative Instruction Tuning and Reinforcement Learning

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.459291Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25b3d8b1-6885-4a37-ba5b-5e9ecb9a1f7d · outbound

This paper cites VASparse: Towards Efficient Visual Hallucination Mitigation via Visual-Aware Token Sparsification.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection VASparse: Towards Efficient Visual Hallucination Mitigation via Visual-Aware Token Sparsification

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.463231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d524b06-e308-401b-b800-eb8d9da837fa · outbound

This paper cites In Proceedings of the 34th ACM/SIGAPP Symposium on Applied Computing.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection In Proceedings of the 34th ACM/SIGAPP Symposium on Applied Computing

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:40.939256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 8bafa989-29c3-4cc9-9d67-af12fc88be35 · outbound

This paper cites ACM Transactions on Multimedia Computing, Communications and Applications 20, 3 (2023), 1–22.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection ACM Transactions on Multimedia Computing, Communications and Applications 20, 3 (2023), 1–22

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T20:26:41.216162Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation d47aea4e-ee99-44a8-b74e-045e1c38fde6 · outbound

This paper cites IEEE Transactions on Circuits and Systems for Video Technology 34, 8 (2024), 6926–6936.

Multiscale Adaptive Conflict-Balancing Model For Multimedia Deepfake Detection IEEE Transactions on Circuits and Systems for Video Technology 34, 8 (2024), 6926–6936

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T20:26:40.443945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.