Paper Citation Record · LEDGER

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations

As of 16 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 2 inbound Pith citation observations for arXiv:2507.20579.

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

pith.paper-citation-record.v1
2507.20579 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:45:47.523057Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T11:22:05.863936Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T22:17:26.813384Z

Reference resolution

47 of 47 outbound references displayed

verified exact2
verified fuzzy5
unresolved38
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a26eaf79-f914-4222-a650-1caffdda91c7 · outbound

This paper cites LRS3-TED: a large-scale dataset for visual speech recognition.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations LRS3-TED: a large-scale dataset for visual speech recognition

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.331324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 495741a5-beb2-4bbc-9f57-6861a538406d · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.336587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26db5360-4435-4855-9efb-ae031f4a0562 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.341087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e14ce2ce-4009-49c1-8b65-1f479717ea58 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.345242Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7ea67a76-f0e5-4f9c-8375-a05e3d3c1239 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.349183Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cd6b2ae-2341-4b02-845f-a85ed67504cc · outbound

This paper cites XTTS: a Massively Multilingual Zero-Shot Text-to-Speech Model.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations XTTS: a Massively Multilingual Zero-Shot Text-to-Speech Model

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.353222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39d04e90-5fa6-4ffa-945b-7bdb49d2b963 · outbound

This paper cites Shulby, Arnaldo Candido Junior, Eren Gölge, and Moacir A.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Shulby, Arnaldo Candido Junior, Eren Gölge, and Moacir A

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:45:48.621397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation da185ce6-bc8b-46cb-98bf-f46a739d4530 · outbound

This paper cites F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.362050Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df957454-76bd-44e8-a482-cfd771944330 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:45:48.610090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 040e93a9-86c0-4f62-af39-73c3d4da0429 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 10

Resolution: malformed identifier; raw_fallback, observed 2026-08-15T17:45:48.598454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b7014402-9e66-4526-a04d-4e103424277d · outbound

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

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations The DeepFake Detection Challenge (DFDC) Dataset

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.373860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7c6b54f4-0787-4ee3-964b-1a77c78e5109 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.377965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a8e2383-efc3-4269-97a6-1c8a47ae6845 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:45:48.587363Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7b0d4cc1-02ec-4b9f-b4ea-61e300d35e82 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:45:48.575715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 73e08657-02eb-46ca-b670-109e05b7edd5 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:45:48.565259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e509621d-7979-4a29-a7aa-a38c8a425c55 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:45:48.554507Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 58a89ceb-2c54-4c8f-abd6-9e47ca6a7295 · outbound

This paper cites In Pattern Recognition, Apostolos Antonacopoulos, Subhasis Chaudhuri, Rama Chel- lappa, Cheng-Lin Liu, Saumik Bhattacharya, and Umapada Pal (Eds.).

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations In Pattern Recognition, Apostolos Antonacopoulos, Subhasis Chaudhuri, Rama Chel- lappa, Cheng-Lin Liu, Saumik Bhattacharya, and Umapada Pal (Eds.)

Reference 17

Resolution: verified exact; doi, observed 2026-08-15T17:45:47.582593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c39c0baf-a32a-4b93-95cc-4a59ebea448d · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:45:48.530409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation bc09b1dc-ed00-4a4e-a19e-baf6424ecc90 · outbound

This paper cites Weiss, Quan Wang, Jonathan Shen, Fei Ren, Zhifeng Chen, Patrick Nguyen, Ruoming Pang, Ignacio Lopez Moreno, and Yonghui Wu.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Weiss, Quan Wang, Jonathan Shen, Fei Ren, Zhifeng Chen, Patrick Nguyen, Ruoming Pang, Ignacio Lopez Moreno, and Yonghui Wu

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:45:48.543228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 130ad4ed-6a17-4b30-bc5e-7c798afd7a75 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:45:48.509523Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 82d5a43e-33c2-4de5-acfd-8a9729d78a06 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:45:48.519688Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 33939d5a-b4b7-4bc1-8af7-8ba78f40a7a8 · outbound

This paper cites Tell me Habibi, is it Real or Fake?.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Tell me Habibi, is it Real or Fake?

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.424822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d669d793-acf1-4142-a9fd-ed813e15c770 · outbound

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

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations DeepFakes: a New Threat to Face Recognition? Assessment and Detection

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.421073Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 060c05c4-3b83-466b-a851-995dd7afa734 · outbound

This paper cites LatentSync: Taming Audio-Conditioned Latent Diffusion Models for Lip Sync with SyncNet Supervision.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations LatentSync: Taming Audio-Conditioned Latent Diffusion Models for Lip Sync with SyncNet Supervision

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.432412Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8a33e75-3e00-4062-9c22-354cd04ccb0b · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:45:48.499311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 005d79b4-63bd-49be-b6ca-a26185a80696 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.440458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 075081da-a2bf-4488-be13-e4184424e2b6 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:45:48.488434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9264e8cb-7c62-4f41-85bb-f0db6f2a8d51 · outbound

This paper cites LayLens: Improving Deepfake Understanding through Simplified Explanations.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations LayLens: Improving Deepfake Understanding through Simplified Explanations

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-15T17:45:48.039758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7014acd9-b107-4225-9ef0-8a76761c5adc · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.443735Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 688a9413-8458-4b7e-ac35-25ed1678794e · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:45:48.446298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 7752483d-1340-44a0-aa1f-09352f0717b8 · outbound

This paper cites GPT-4o System Card.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations GPT-4o System Card

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.463111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aee80d79-35be-4f34-885d-009507fa1bc9 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:45:48.458681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 309118af-2e6e-42c7-b2c4-be4f30d729df · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:45:48.422806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 446518ea-4f48-4e24-a5f3-ee356f121149 · outbound

This paper cites Namboodiri, and C.V.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Namboodiri, and C.V

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.481049Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c61f2155-e5a5-4da8-9ef5-3d5ddd4cb4e0 · outbound

This paper cites Christiano, Jan Leike, and Ryan Lowe.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Christiano, Jan Leike, and Ryan Lowe

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:45:48.434518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c70bc5e6-23ce-49cd-88d2-cfb1a455746b · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:45:48.404974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a45d9cc9-d678-4e74-8e70-684d52db9f20 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.494486Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2ca4199-cbcf-4116-90ab-3c729a3c1b14 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:45:48.393055Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a767b8d9-6995-4ef0-a6b0-10759efa8589 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.509457Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd76e920-b32d-48fa-9e2d-52c5317f046d · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.512644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 855730a8-ac95-4cef-8fec-b12f8b7c6969 · outbound

This paper cites Tan, and Haizhou Li.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Tan, and Haizhou Li

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:45:48.382261Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 400ebb5f-4e72-492f-897f-543f887b0e24 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.519404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab4fc3b2-b361-4be9-99bc-4756602e9407 · outbound

This paper cites Zingarini, D.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Zingarini, D

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.523057Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce462c9a-4122-4d7a-9603-5cf84e9e32f3 · outbound

This paper cites an unresolved cited work.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-15T17:45:48.371385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation eef2ad70-d171-43d0-a4f1-5f76e32f5897 · outbound

This paper cites In Proceedings of the 28th ACM International Conference on Multimedia (MM ’20).

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations In Proceedings of the 28th ACM International Conference on Multimedia (MM ’20)

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-15T17:45:47.484450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 72c078f9-8e8c-49ff-a4d5-e68d254cf69d · outbound

This paper cites In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations In Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T17:45:48.470498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 95daa3ce-fb31-4a7f-8da9-9c3ce556c67c · outbound

This paper cites Multiverse Through Deepfakes: The MultiFakeVerse Dataset of Person-Centric Visual and Conceptual Manipulations.

AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations Multiverse Through Deepfakes: The MultiFakeVerse Dataset of Person-Centric Visual and Conceptual Manipulations

Reference 2025

Resolution: metadata mismatch; local_arxiv, observed 2026-08-15T17:45:47.600252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

Observation c85ce3f1-f6e2-463a-8fcd-c8df423c9f91 · inbound

HOLA: Enhancing Audio-visual Deepfake Detection via Hierarchical Contextual Aggregations and Efficient Pre-training cites this paper.

HOLA: Enhancing Audio-visual Deepfake Detection via Hierarchical Contextual Aggregations and Efficient Pre-training AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T11:22:05.863936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47a8baa8-4ad1-445f-9b59-851fc8f52547 · inbound

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features cites this paper.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features AV-Deepfake1M++: A Large-Scale Audio-Visual Deepfake Benchmark with Real-World Perturbations

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-05T22:17:26.817489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.