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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 10 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 2026-08-10T06:31:04.303077+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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.365755Z digest=sha256:5aff8d8030992a49c902e2bd1c755ab97f7c7786cb24627e0b83aa7f4d2ac991

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.369864Z digest=sha256:d44cabc48c2e576956cdd1085a08f0a4d7585d231e8fdd5c74de7c0a187e8a10

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.374083Z digest=sha256:1faf14ed95a27a12f3306c343a82c001a7998bd30f71ec1bb10395191460635a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.377908Z digest=sha256:e24a563a7018c35b1b1bc6e93503a14e1ebbfac68f30887e7ed6f34429a18a2a

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.381762Z digest=sha256:d1587506736c1dc1210c3db39ca957d387bd265af8fcd4f5ba1a0384aec9b0b2

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.385976Z digest=sha256:301396bd2e07f9e6d4fd154a1610e46557ff364553f96074bf95978908332049

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=sha256:6ea01e1024ea8bfd36438618163faac67d532426ffa35478f248f8a9e8fa4cac

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:abb17c7a95c1bdc0a26f62dc0ae60d84da5e6f2b9b8cef838f08f39c07a7f286

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=sha256:811f40e0ddb4e3bc14100c62fb3eacd287a1c9a6199ada6ee6ed1c171bc3270d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.406419Z digest=sha256:c40152c5406748ceee37a1d9e418aa0cc955931bc0cd430c605b39c3b0cd062b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.409970Z digest=sha256:0fbea05284fe3615dc77a12da5faf2d9bc2d6659f22e70dad8eca3d36cc0a3dc

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.413911Z digest=sha256:53b10ba63f95b3f3acc63331899d777302d8e965fcf354e724f9d7490c2548e6

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.418804Z digest=sha256:201107e998470357d623d4271da59e06c902732f478798aba7db0cc80a8e41a2

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.422942Z digest=sha256:6278ab4d471684855a2d914504987fdfe633b972e74ce3ca54fd70bc3f3169d4

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:f8138841d22f8614a19f28a3382b801f3935dd850048de05de1faaefc9af462c

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:cd670e2257857ae0e26973269a38df3bf161d2ea7aa79bda4e110d3f2664a576

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.435728Z digest=sha256:8a6ea033a643ef842e7907c0912b8fd20294a88937ec8b5342cf5ea33071e700

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.439554Z digest=sha256:14072f8c7376edaf2d6423345c9a69753d2bdd03b579b87913e4fa99dfbf5f2e

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:b00dc01ed5c705fe7d18d7b1a760bc55b18a69ab8efc27497d959c9ea15f9082

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=sha256:2fa1b50656ee2ec9cfa780200cd29e8ee4a3b1c8e314521f7fa74bd3bf64a773

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=sha256:01d8b28d5c8106bc1496dc85d06983524de7f19ddf99bba729a8f2d90aa3c900

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.454614Z digest=sha256:270d1d30271f4c786c1769bae9ad1a1a00bc542cf4e76084f5e2e27f7be2eebb

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=sha256:9c0e5a511d3a82615b4a4bcf4c7d958f16071f099ad859f455c1abd7bcf4e2ce

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:ad9431383313a7e4fd43c9b86079e0fd19fd16b1a184c7b8858fb22b64d8fc48

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=sha256:178718d22beb4ae67d64af0da3905fa8a8fbb659367605cebc2af8d060bc5559

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.473165Z digest=sha256:37d23d3effd354673dc108e2465748e6c61cf7aecda4126d80a3260a1191fe45

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=sha256:9cc0aef7a2177d741df24c70106f6a538606222485eeb11a509fc716d5af5ac4

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.480090Z digest=sha256:28dc455b4e82240300cf4e61cb5d270cedbb4d1100cbe53025c47b28dca40959

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.483599Z digest=sha256:f699046d6de966bf411569104468f68de4d1fb7ee5c7b80f0e8bf4e4d42cff45

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.487045Z digest=sha256:379d214ea64c042996254c0b0a8c1a0dfadd386c8964547b4ed7cc3a92d45a15

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.490605Z digest=sha256:4ded7c794d5c413f723dd6adf15ea7ecde39f3259564b87648ad0bd96df281c6

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.493917Z digest=sha256:b8e90fb828c86a06bdd4e05dfca89ee84ec578e934d73fd946ca491d80e13031

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.497426Z digest=sha256:1afa19b48b9bc9fb1995dee60c4beec0532550b29dd014aad815c21de3193fab

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:cdae5cd99039835fe19a36236386dfbacd7bcb82d2d1db15e9c083f625664de0

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:ed9ed7e6e60308b156a439702062e2ed930b1f2999617ae0c6656a857655dea7

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.512036Z digest=sha256:5495bf39b23e90b9748a87fe4fb49876678150ca38185fcece6a8d730bfc44f8

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.515827Z digest=sha256:b257f210da10a656782bf74e70e75cb0a6606a4a8728c03370b948a326e597e7

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=sha256:84e823e6de05ee2bd0748e9b3741ec44d6922b3c585faf2c604a567e2382068f

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.526995Z digest=sha256:018a1ed3dade962b1d38ecab21c71318085d75101467e409dde3390b9b10fa0d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.530547Z digest=sha256:1efd10ca63341cd9891be48b2f12fdfc17c03ac631d0f8b08b22232c6e3d46ba

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.522790Z digest=sha256:096e058ea67d25bddac0a88f00d2f5ba4b8aa848f1aa9e62308b2e1326e51fcc

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.537366Z digest=sha256:b8ef665622499258db33e71c3c13baa6f043adafb194498ebcab17be1d37b1c0

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=sha256:9cbc18a2528c40314905b6201f3170885e6811333cb7acf87bbfd05240091297

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.534133Z digest=sha256:7baa8962cbf672abcc0e64ad16284d684511a03e2be2c584be1321f9a8383c03

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.548517Z digest=sha256:606523ca98c2e15623e0cf5ffa0d45ee94099ff08fe64d096442567f76c11cd4

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:e3cadde757bb16d1b1e52f9e87a49012a02b269dbbec59413c0f8710d4966664

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=sha256:8f56b6fce309be27f47343875f39fbb2c5d0a6dc4946af232a281afd9e4512f6

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-05T22:17:25.458199Z digest=sha256:049c9e5e7d75e8fc7ef9925349c4cdb60f5d4d4cbb46fd7b2b4f5f7bf580426c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-30T09:35:55.064011Z digest=sha256:c7d7c65e9f417e120954d814dcc0a7f5442ed38d2d7110cc894c410e6c4fe19e