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Paper Citation Record · LEDGER

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features

As of 8 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 1 inbound Pith citation observation for arXiv:2508.07337.

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

pith.paper-citation-record.v1
2508.07337 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T22:17:25.548517Z

measured 49 of 49 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-30T09:35:55.064011Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T09:44:37.945796Z

Reference resolution

48 of 48 outbound references displayed

  • verified exact12
  • verified fuzzy2
  • unresolved34
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3da54f0d-81a2-4250-bcf9-fcc0fab9ed5e · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:17:27.202134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.365755Z digest=sha256:f3bc94f411dde233ec77a976aae523c22afa3de35a031735891f91705ed48541

Observation 230f8047-9a99-4280-88ed-4b562a861afd · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:17:27.191547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.369864Z digest=sha256:a94aa671688dc2416155a8714ffcc1fc38bd9079c2165111846aaffa5ae83a39

Observation 86e3b0a0-5c3c-482f-b3ec-a30f8cacde42 · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 3

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-05T22:17:26.996823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.374083Z digest=sha256:a963bb5089e304d7f681ed25b9c273142bdb5e1104fd31b1d8f8d717e63796f2

Observation 0ea2fdf1-52c4-461c-956c-c23c77796b8b · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:17:27.181260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.377908Z digest=sha256:28e951c69609db64380e88d47f6433ecb76d8602e6e41f11fa446141f762e3d7

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

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

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.381762Z digest=sha256:c48f647a9dc6837972e7a49a35b98e5d90259b1681752b8eaf2145f65868467c

Observation 54abbc1f-b1e6-43ce-adaf-01534d4fcaa5 · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:17:27.171485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.385976Z digest=sha256:c3aa505f8917138accd4d0f9397fd0f2db2723f0f4adca967e6e18b544432430

Observation bf7e9da5-bd18-4b7b-bf20-d5cd1830ac11 · outbound

This paper cites YourTTS: Towards Zero-Shot Multi-Speaker TTS and Zero-Shot Voice Conversion for everyone.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features YourTTS: Towards Zero-Shot Multi-Speaker TTS and Zero-Shot Voice Conversion for everyone

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-05T22:17:25.389930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:17:25.389930Z digest=sha256:91876c1923d792bd7c41d833e7bdef2c248bcaf757e2e8ee8a49281055139951

Observation 34c86899-5cac-4b9d-88c5-b7d52daf0ed0 · outbound

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

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features XTTS: a Massively Multilingual Zero-Shot Text-to-Speech Model

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-05T22:17:25.394751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:17:25.394751Z digest=sha256:774d627f87730654f72a2fa063ce16559a3fa9a3e52301da2aed1becd6f7071a

Observation 002ace39-8b08-476c-855c-73444e5fd8aa · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 10

Resolution
unresolved
no resolver link, observed 2026-08-05T22:17:25.402835Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:17:25.402835Z digest=sha256:6c63efb0cad05604654f1eb598269383c1d5b9de687a6ea8864d3573b74a582d

Observation bd6bab95-a672-47d5-90bc-00c702957f5d · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:17:27.161479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.406419Z digest=sha256:76240b5714c33f22ad7375c732a78a716239a07903db1c82350525abf5d75187

Observation 3499f678-e809-4d85-8dcb-52fcf0866971 · outbound

This paper cites Exposing Lip-syncing Deepfakes from Mouth Inconsistencies.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Exposing Lip-syncing Deepfakes from Mouth Inconsistencies

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-05T22:17:26.571104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.409970Z digest=sha256:8c85b1c6ee5853a8fd5103a83395752632a709531ca58e2c9adb8282fa4c3add

Observation aa6ba732-c2a1-4085-b07e-1e2700cb90d9 · outbound

This paper cites Spatiotemporal Inconsistency Learning for DeepFake Video Detection.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Spatiotemporal Inconsistency Learning for DeepFake Video Detection

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-08-05T22:17:26.556200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.413911Z digest=sha256:fbd081f0af07fdcffe7410b23003d854c09eac7ff8c6aa48c16f6b45cd36ecc6

Observation e86def50-3710-41b8-90fd-3002bd764eb9 · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:17:27.151096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.418804Z digest=sha256:728858ebc5b01b15697184669d270c28d177bd6bb0fa36dc34a1e7506d60e81d

Observation affd76cd-38e2-40b1-b95e-c1fa094f1bb9 · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:17:27.140090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.422942Z digest=sha256:2c44ac4ef3765afa9199945b69745b578c2e25013eb640029748a328abb226a3

Observation 862280ad-d7fe-4f7c-8889-4dc561fe5c4f · outbound

This paper cites Conditional Variational Autoencoder with Adversarial Learning for End-to-End Text-to-Speech.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Conditional Variational Autoencoder with Adversarial Learning for End-to-End Text-to-Speech

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-05T22:17:25.427389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:17:25.427389Z digest=sha256:4c194ce32cfb56b29e4b73edb3d981ccdd3740a2e08dda9be5fe35af7093532f

Observation f27688b9-ce00-4830-85d9-78135954bdab · outbound

This paper cites Adam: A Method for Stochastic Optimization.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Adam: A Method for Stochastic Optimization

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-05T22:17:25.431860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:17:25.431860Z digest=sha256:410bdb26d6d40a03f33471d64a12e56bf5e199833289c20165f312c72290fb65

Observation 336b54d0-f4cd-4537-9079-4894c7d0aea2 · outbound

This paper cites Seltzer, and Sanjeev Khudanpur.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Seltzer, and Sanjeev Khudanpur

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T22:17:27.128773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.435728Z digest=sha256:4dc0b167faba3dd12c6007e8045bcf43b9b0e2afd54a640ddd1618ea1ecaa68c

Observation 4501f9fd-2112-4c3e-8905-3de961d9b38a · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 19

Resolution
verified exact
arxiv_id_nonexistent, observed 2026-08-05T22:17:26.519066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.439554Z digest=sha256:141ebdc4e25e4957696cba0e45620817ac59165208762c99cbe6646c4d8b2b76

Observation 044068f9-fb6e-425f-8def-40a234dc76fe · outbound

This paper cites STC Antispoofing Systems for the ASVspoof2019 Challenge.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features STC Antispoofing Systems for the ASVspoof2019 Challenge

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-05T22:17:25.443681Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:17:25.443681Z digest=sha256:d9ce9ded6d33461f8150be79531a3098171c47bfff82e7b995d805298797648b

Observation f3742b88-992a-4be0-9d35-03ed77ecece1 · outbound

This paper cites Temporal Convolutional Networks: A Unified Approach to Action Segmentation.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Temporal Convolutional Networks: A Unified Approach to Action Segmentation

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-05T22:17:25.447426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:17:25.447426Z digest=sha256:49fd4c2272e25e6b9629c36f90c991859c0be21ecd00b5e9399432da86fc6b89

Observation cc0a9d86-07da-450b-8e5f-dadf9baa51c7 · outbound

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

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features LatentSync: Taming Audio-Conditioned Latent Diffusion Models for Lip Sync with SyncNet Supervision

Reference 22

Resolution
unresolved
no resolver link, observed 2026-08-05T22:17:25.451010Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:17:25.451010Z digest=sha256:58ab7fe0deb765c1a127f1f930977545e3404a33ada27dc7acc766f1fed89c7a

Observation 1da8e7dd-5abe-4836-a553-1d01aa5ad10a · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:17:27.117758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.454614Z digest=sha256:c7dd80eff478c4c672adfb73a11adbc03f11f472aae8e53133269efd50963660

Observation d7f939b8-5384-4993-a5dd-c7e32b56c250 · outbound

This paper cites Decoupled Weight Decay Regularization.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Decoupled Weight Decay Regularization

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-05T22:17:25.461531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:17:25.461531Z digest=sha256:9508a8ea9a600d34ecca8e0ce099c1ddd62ff8bffab88d8b3ab4e9453cc58b3f

Observation 1cfd59c4-05a0-4336-8002-07fa2c59feef · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-05T22:17:25.465630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:17:25.465630Z digest=sha256:30c22e1e18765e23a0417a461fe593d36f5aa107d2fd129f9222cb6fbb4874a6

Observation da341f57-c6bd-4d5c-a1bf-2959cd7e4231 · outbound

This paper cites MediaPipe: A Framework for Building Perception Pipelines.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features MediaPipe: A Framework for Building Perception Pipelines

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-05T22:17:25.469423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:17:25.469423Z digest=sha256:20ac2046f8aacbfb3358db59b9ed4249c7791e35ed2c3ef647b003ecff293067

Observation 5981fcef-485b-4419-bd10-2d1518cf3f19 · outbound

This paper cites Diff2Lip: Audio Conditioned Diffusion Models for Lip-Synchronization.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Diff2Lip: Audio Conditioned Diffusion Models for Lip-Synchronization

Reference 27

Resolution
verified exact
local_arxiv, observed 2026-08-05T22:17:26.085195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.473165Z digest=sha256:11cd694a3ad52f30cffe1b63ce8af9627788c7f13db97576fb89a86d08cdf6ed

Observation a24eb2d2-9c75-4bf4-9a0b-de1b63d4edac · outbound

This paper cites Müller, Pavel Czempin, Franziska Dieckmann, Adam Froghyar, and Konstantin Böttinger.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Müller, Pavel Czempin, Franziska Dieckmann, Adam Froghyar, and Konstantin Böttinger

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-05T22:17:25.476790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:17:25.476790Z digest=sha256:6b91468c50ec32394ffe01ac4350022c74f289ccf6131f87db9983b4f99a73ee

Observation a504b6b5-a700-4dbc-988b-1ccafa36230a · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:17:27.105874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.480090Z digest=sha256:8a7a18aa190317b91f5e5db383fb70803f0af894a6c826ec7becd6165687677a

Observation 8721028f-9752-4c58-acdf-ef1129ff95e6 · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:17:27.094750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.483599Z digest=sha256:4e8f29f4ee3dae4de01acc8549192925f3a0d0de4115a0ab766287f740d671fa

Observation bd101732-072c-4c3e-888a-6f41f23f7e5e · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:17:27.083498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.487045Z digest=sha256:d761481cf74c0f2ee17abbec0ac0380a2a0473e8191aab217d16b773c468feb9

Observation 836739d9-33fe-4cdd-940e-4ea158211235 · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 32

Resolution
verified exact
doi, observed 2026-08-05T22:17:25.615500Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.490605Z digest=sha256:33cc8b6610f0780dfde71280b6eefb4fb3869e76049c4d050fc8d19417651e64

Observation ab6f6ea2-1af5-4bd6-8b93-e2c9c0a34696 · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:17:27.072786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.493917Z digest=sha256:8107faed2d8c5fa4e7ce3401c873722db661f852a3efa3fe4e18f6fad387ecd0

Observation db4de0b6-641b-4a24-8ce2-f2814d075a3c · outbound

This paper cites Tan, and Haizhou Li.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Tan, and Haizhou Li

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T22:17:27.062146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.497426Z digest=sha256:4ce44c2471dd85aac6b04a5915317dfd8d2b3d2e517e24eefa9da21533bd30f4

Observation 9c22736f-be89-49a9-ab79-a673de37db9a · outbound

This paper cites ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-05T22:17:25.504802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:17:25.504802Z digest=sha256:f3118b2196a36fee9e076cbae0cafd97f46ff773ea8f479969ca1228cb379b35

Observation 4107b677-3ad0-4d97-8225-9943688319b6 · outbound

This paper cites X2Face: A network for controlling face generation by using images, audio, and pose codes.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features X2Face: A network for controlling face generation by using images, audio, and pose codes

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-05T22:17:25.508468Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:17:25.508468Z digest=sha256:7fc325bd25db26f96459d37271a54ff23b60174949a9a969422854f2f901ceec

Observation 4eff63d3-3ed7-41e5-922c-895771e5b883 · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-08-05T22:17:25.855366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.512036Z digest=sha256:b6558b901b14da370328a7f38d46ff258fed4eba01f65c2a92f95eb77fc2b8c9

Observation bb2f5501-2b10-4c10-9aee-83747ea7cd9c · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 38

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:17:27.050997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.515827Z digest=sha256:40dc713453b833a1bb5037b490ec555c556424125baf5096cf409b214406f361

Observation f85b5164-d2e9-48d2-87a8-667ce17e12da · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-05T22:17:25.519197Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:17:25.519197Z digest=sha256:285308594e219429926683ac2e7d443083b8c9b6e1eacadcae727117216249e0

Observation 98ecb5ef-b906-434c-b8d3-3e918b73d9dc · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 40

Resolution
verified exact
doi, observed 2026-08-05T22:17:25.591214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.526995Z digest=sha256:0659cb71f629058664e4e9be30d492a3fcf589f248fdbc4be79fcc0e7a106091

Observation a98db008-d9f6-4c78-82d9-26e0e75a6df1 · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 41

Resolution
verified exact
doi, observed 2026-08-05T22:17:25.579641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.530547Z digest=sha256:60193887bca305dc23f02f95eb18471210fbfc66fb908384c7026e1f57e50948

Observation 2631bc11-e294-4147-86f7-a131d32a31d9 · outbound

This paper cites doi:10.1109/TASLP.20 22.3233236.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features doi:10.1109/TASLP.20 22.3233236

Reference 42

Resolution
verified exact
doi, observed 2026-08-05T22:17:25.602978Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.522790Z digest=sha256:4f5a11c484a15fe52cf897196302199cb32e5b5f9691e340d3d560909ee23814

Observation 0cc0d056-d47a-48a7-9977-ebf77ae24a0c · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 43

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:17:27.020691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.537366Z digest=sha256:8a01d833543410fec14789565ebb535140cf6f99fbf5f034c82969ccbdb30ba9

Observation 0cb2f746-2181-4690-9862-3b4db61de352 · outbound

This paper cites Exploring Temporal Coherence for More General Video Face Forgery Detection.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Exploring Temporal Coherence for More General Video Face Forgery Detection

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-05T22:17:25.540877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:17:25.540877Z digest=sha256:55b0fbd3ad72e8d522c396a0cfe4f81f5b14b8f03e72edfece96f66de198ee4a

Observation 674657c0-e699-480b-ba66-9e2fc3711253 · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 45

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:17:27.032993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.534133Z digest=sha256:eadbd5e5866f3fba07e2d8949f4626e100d481096e574a6ab7371678fbf2a419

Observation 31c55a26-c54b-4616-86bb-fcb4cdf17a14 · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-05T22:17:27.009094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.548517Z digest=sha256:6f17d9a002b360dd6664a57f9ef4ae10708863985027e3318651be7e3fd1dbca

Observation 7c7c11e8-48d3-48aa-941e-64d1b0ff9da9 · outbound

This paper cites Enhancing Partially Spoofed Audio Localization with Boundary-aware Attention Mechanism.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Enhancing Partially Spoofed Audio Localization with Boundary-aware Attention Mechanism

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-05T22:17:25.544884Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:17:25.544884Z digest=sha256:cd182d42c5d0b3c631efc4d087ba871700db97073b4556986a9bc953a150d7ec

Observation 34666ccd-e60c-438e-8414-6959a9304859 · outbound

This paper cites Seeing What You Said: Talking Face Generation Guided by a Lip Reading Expert.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Seeing What You Said: Talking Face Generation Guided by a Lip Reading Expert

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-05T22:17:25.501007Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T22:17:25.501007Z digest=sha256:04da10425ef70f68aacdcaad2fbd54427e2388df3776e1356deb6b721f81f964

Observation b4eda6cf-1042-46a9-a7e9-866cefd85dc4 · outbound

This paper cites an unresolved cited work.

KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features Unresolved cited work

Reference 2025

Resolution
verified exact
raw_fallback, observed 2026-08-05T22:17:26.288857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-05T22:17:25.458199Z digest=sha256:2b0ef199c930a69a87d305009cc93344c1098046251317d6fa285b6157555ead

Pith citing papers

Observation a2820e44-5b5d-4e16-bfd3-b66e1315f9b0 · inbound

FinInvest-GTCN: Explainable Graph-Temporal-Causal Modeling for Risk-Aware Investment Decision Optimization cites this paper.

FinInvest-GTCN: Explainable Graph-Temporal-Causal Modeling for Risk-Aware Investment Decision Optimization KLASSify to Verify: Audio-Visual Deepfake Detection Using SSL-based Audio and Handcrafted Visual Features

Reference 32

Resolution
verified exact
arxiv_id, observed 2026-06-30T09:44:37.947487Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-06-30T09:35:55.064011Z digest=sha256:3ca570aad3d19f038d6dd27490a11ef382e56a7e3029a89abd19a6b324e55264