Paper Citation Record · LEDGER

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework

As of 17 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2506.07358.

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

pith.paper-citation-record.v1
2506.07358 v1

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:42:04.276221Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

49 of 49 outbound references displayed

verified exact3
verified fuzzy3
unresolved43
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d932c7ed-4ca3-4368-8ab5-c4001ae4f8f8 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:05.213542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 82f9062f-70ba-4552-a3a2-a6ccc8d4823f · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:05.192476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 477f9f35-e939-4510-8703-2cef79e37f96 · outbound

This paper cites D.; Junior, A.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework D.; Junior, A

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:42:05.175277Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5179a6b0-ace7-42ff-a490-04386f60718d · outbound

This paper cites Voice-Face Homogeneity Tells Deepfake.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Voice-Face Homogeneity Tells Deepfake

Reference 4

Resolution: verified exact; local_arxiv, observed 2026-08-07T05:42:04.494537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation dfe00bdd-68d6-42cf-aaf0-9d32c5e636d6 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:05.156901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1354ea75-9676-432c-8178-1f179cdbc2fd · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:05.138982Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7858a586-c626-431c-a6c5-2f2033923550 · outbound

This paper cites VoxCeleb2: Deep Speaker Recognition.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework VoxCeleb2: Deep Speaker Recognition

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T05:42:04.062150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 350e9093-c8b6-4d6c-ae25-4fb36b3c1385 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:05.118325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation adf32a93-4406-4062-ba40-040327f3a857 · outbound

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

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework The DeepFake Detection Challenge (DFDC) Dataset

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T05:42:04.072119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d03c9ffe-7b19-40f5-b286-53097946da34 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:05.097516Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation aa1e58d2-70cd-4c7a-b398-ad2a56443a3b · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:05.072596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b0c1d5a8-0354-4659-b093-397d46653bff · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:05.053385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 3e329a2f-7aeb-4940-b0f7-24471e8db1ab · outbound

This paper cites Visual Attention Network.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Visual Attention Network

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-07T05:42:04.093554Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e6e09ac-d64e-4d00-9906-05608cca957a · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:05.035225Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation eb5c6911-9d0a-45eb-8d58-7dfec0a78c0d · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:05.016501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 97b184dc-c1ad-4ac6-aedc-bde5f357aa0e · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.996973Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8931119d-a7c6-4e17-86d4-049805251d5b · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.976518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 69583204-6771-499c-b77a-fe3710c19bde · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.960142Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 09b72f0f-5205-4a4b-b6bf-38f28ddcbba4 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.942102Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 51b657b0-6b5d-413e-b823-158be3e7b645 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.923622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 114e5795-2b01-417c-b5ed-be5f5f79031f · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.906680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e0a363cf-e82a-4ba5-afd2-67d875d113bb · outbound

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

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T05:42:04.139918Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 124a687b-c5fd-4620-85c6-ed4338df9ec1 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.887298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 16bc51e1-b55a-4c9b-9f7d-0a85edcc0805 · outbound

This paper cites DeepFakes: a New Threat to Face Recognition? Assessment and Detection.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework DeepFakes: a New Threat to Face Recognition? Assessment and Detection

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T05:42:04.151101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 075f088a-0ce5-4626-b19d-845f7ca9d732 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.870124Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6fbc019d-22d1-4515-b423-d5826f8e5cc6 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.853030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation dba3cc92-5a90-4e22-98b7-52f15aa7496e · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.836199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e279f52c-3a1c-44e3-a4f6-c9fc4d7aa873 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.819749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9036c8f4-c8aa-42ec-ae27-f01edbeca5ed · outbound

This paper cites Decoupled Weight Decay Regularization.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Decoupled Weight Decay Regularization

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T05:42:04.176670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15c30617-855d-4a27-8777-5f634c6a02bf · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.802411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation bcf4e421-3825-4861-805d-4c8fb5e67a58 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.782273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d6faeb58-a3c4-45b8-a913-ad177519e942 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.764403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4f560643-f977-4c47-9d24-8fbb25ec6b83 · outbound

This paper cites A.; and Malik, K.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework A.; and Malik, K

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:42:04.747238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f5424935-9ffb-498d-b29d-984dbbbbf514 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.731007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e594b4d7-a089-4136-b846-96af3ffb29b5 · outbound

This paper cites R.; Cogswell, M.; Das, A.; Vedantam, R.; Parikh, D.; and Batra, D.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework R.; Cogswell, M.; Das, A.; Vedantam, R.; Parikh, D.; and Batra, D

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T05:42:04.712739Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 7a8c4977-ffcc-4bc7-8c4f-21634d48fdee · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.689876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation fbf7b5a5-2694-496c-8f7b-412c85292972 · outbound

This paper cites N.; Kaiser, .; and Polosukhin, I.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework N.; Kaiser, .; and Polosukhin, I

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T05:42:04.216996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a2bdf86-1ac2-4163-82c1-223489d87b37 · outbound

This paper cites Attention-Based Lip Audio-Visual Synthesis for Talking Face Generation in the Wild.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Attention-Based Lip Audio-Visual Synthesis for Talking Face Generation in the Wild

Reference 38

Resolution: verified exact; local_arxiv, observed 2026-08-07T05:42:04.366185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 51521d00-ae19-43ae-a675-c6a3df7618ad · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.658394Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 784490bb-7a32-41bf-83f2-e747ac6d1da3 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.641703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c425bffc-f7cc-4f6c-be41-a3022939a282 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.615851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 301da320-ab60-4373-a39c-0fc550e59ec1 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.596632Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation d3921aea-112f-424d-b687-0dd2c06866d1 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.579304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation cf4de127-1219-4142-86cc-51c55b0f22ae · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.562993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5778d8ee-344e-4019-b8b7-83b4e9e9b7bb · outbound

This paper cites Self-supervised Transformer for Deepfake Detection.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Self-supervised Transformer for Deepfake Detection

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T05:42:04.255746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dba9f14-9890-4697-a8b9-c56734a51e47 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.546299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 5df90ccb-32ae-4fe1-9a1c-3b9944f0a3a1 · outbound

This paper cites an unresolved cited work.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-07T05:42:04.527667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a13fa297-47ff-435d-a5aa-11a9d6feaa33 · outbound

This paper cites Cross-Modality and Within-Modality Regularization for Audio-Visual DeepFake Detection.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework Cross-Modality and Within-Modality Regularization for Audio-Visual DeepFake Detection

Reference 48

Resolution: verified exact; local_arxiv, observed 2026-08-07T05:42:04.324836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4ded6f32-1db2-4e76-bf15-f0db686ffdc8 · outbound

This paper cites write newline.

Lightweight Joint Audio-Visual Deepfake Detection via Single-Stream Multi-Modal Learning Framework write newline

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T05:42:04.276221Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.