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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 20 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 2026-08-19T06:32:44.657259+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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.365755Z digest=sha256:4afb98b9d642b4a7a3a07adae29ff399564523dec7643a30082867844334b0e7

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.369864Z digest=sha256:9839e182a57e16cd30d828ca3014d6c60940ce7818d23933546b5cfb90b871ed

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.374083Z digest=sha256:330c6a9ec108328bdda35c43374289e995143df49eee21e4d12916b7914ed608

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.377908Z digest=sha256:f15267f45baddd572402fcbe6692fa7bbf06f2a5d82a2bf5a620cb7ab8f07a6b

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.381762Z digest=sha256:27a348e5076029598df0224893ea887aa5b3db9ead218f28c169a281716d6180

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.385976Z digest=sha256:0dc12f352999f81cc437114d48d8acd17ba144a6f00b8e9190ad21edc6d732d9

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=sha256:459557e00288f775d2b4e3dd067ee39714861ab398d6fdf068f96643d92688b1

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=sha256:67eccb09c5901a5406ca74598a827decad8963de3b1f9a0d88a31be93125cf68

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:e6ec944ebbf98a28884cc0dd8d5a9b0b32ccbb0e61f578b7e0bd2a696dfb96b1

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.406419Z digest=sha256:e170b2028ea2209073ecb7689f6d20830bd4da643108fbf25227fbe8ff0c64f5

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.409970Z digest=sha256:2b8bb09b8d7ef590b133f67fa0048ef0ae3ef25bf975934f9f429df5e88aa115

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.413911Z digest=sha256:a8043ae8f6389f20523ed6b0b7efe353bdf04e48ba5ee9949e8fef8053170d8d

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.418804Z digest=sha256:0d6668af10d6160c51b94848ff02eb377955686174cff504906c62057aceaf65

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.422942Z digest=sha256:1f36f1a5a4c85c9957c9a4a04511faddadf8a689c6a0af59715badb62d5963a7

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=sha256:975a01e1b1b6357003335aa050a32505100df4159721d104f98c3b17d4ed2f40

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:d6637382dbd555db554faf5bfd5ae5ffaca79ead06d8a46e7db09f95950a7a2d

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.435728Z digest=sha256:02e097c61f7f9a27a5823217ff4f8aa63eb08dd7094b847799961a387a1bd547

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.439554Z digest=sha256:e21526457a8f6157781f66ec6a70d5f6c3a8ea9623b7643ecfb1008c99511a60

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=sha256:340f9e970a796c6a9f66a0bac6fe6812507b787d092f02a543e54894dc92c3a0

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=sha256:7b4f9bf1eeefc3cb08be5a4d550949decc35a03be6f06302e45c5f006191abb4

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:cdaed91f15e08487c055d69f8325cfd062557d84d013757447edddbf3a0ab851

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.454614Z digest=sha256:4d664236f67a3e4b746ed15113f1b1c14215caac3050fc62e61460d0ead2c333

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=sha256:40704282bda669fc7d1d284f5430283d068b1f053bf5d98f15ea3f8272a3abcf

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=sha256:47137cf4ca7c830e3b1903f3c352093ac087f3840ff531671bd6ff84fdc51877

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:f83f02a76a96c52ca17dec8378b6ceafba9a74e6033e48adb1d74bef42da73c6

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.473165Z digest=sha256:e43e9275a273fcd083b8db974a1fea089b7ee996d8f49c64d9f3f93c173eba03

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=sha256:6c1a13c187949f192b3a753f4f8559b8618de79c7dac4fb21d5cca0ecc3681e7

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.480090Z digest=sha256:89fc299ea3b7713866216cf960a4ec58f433e3e73c32a1a47bfa77f031b614c4

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.483599Z digest=sha256:9bf895666ef5db702b9c5d1c796e65bc9fcf36135ebf216a7538a3760d8016ed

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.487045Z digest=sha256:a0eb48fdcfe5fca49b88708c93a7b80e84826f4022351be665760993948f5b54

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.490605Z digest=sha256:4be083c0930d2cb0f5a5b469df990c0f9d3ff7677617bd2547cc94bc20bbf8b1

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.493917Z digest=sha256:64cce39a97864d8905a1c2d073d3ce7634edc66c338de75be3686311e3b02d73

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.497426Z digest=sha256:9779130cf389ee6987326b60d5d1d1c940625da5af647e2bce1b7172f11a2175

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=sha256:17015e105c976546d8ccbfc1ec3bdd5510c48a5803ebecf75a63d4f3843cf062

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

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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:f55fc734ab2b10a15b32f2213edca50e4666eaff025ab48e7bd3d731474f1b35

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.512036Z digest=sha256:13a7652f76ddc85b48c54a041cd412f729cbeb1540c6e13af49b5ef57f060440

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.515827Z digest=sha256:e526d9c193af2da440b817e47263ae0746ab44a46506f8799a40940880b994f4

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

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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:f22168b18955d9abf6b6391ef9fb6d5842dc08d5275eacd7ac312ccaddfabfb6

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

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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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.526995Z digest=sha256:6a74dea8597471720ae1408356b655e4e52a77aebe13e06b2de0555b83922400

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.530547Z digest=sha256:403ad160a4854699738100fc05b3cec1db2413c69018f6cc75f9bf124a545d28

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.522790Z digest=sha256:c5a5f0614cf5d0d1b30812938dc8f02c66c9c93a1880c0f70ba0c2404d2bf8e6

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.537366Z digest=sha256:43a62b2b84cf62473a1226c533aae5f23d8ab49c41a847dfb31835ac4a2c7a6c

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:fa4a0404bb6d173894a4efb5ce86a2b1a6917718fb72b27635a54f85d60c77e7

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.534133Z digest=sha256:074294a3992d0b82c6abff4b48d50475f5bf1089445aa4c8bfc216d6aaecbb5c

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.548517Z digest=sha256:3c7fa8bc570ea8b61cd2380046621f5697cf5ceffc36347b9b45b7b0f86f598a

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=sha256:2070d78b0c58113d2c0ebc70e34b3c847542a71cb318d64c21e9fc2e1431824c

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=sha256:776d3682c18200633be7b02fa5bba9ad9f1b78297a00a59b7f2a12dec084482f

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-08-05T22:17:25.458199Z digest=sha256:540f7d4bc84b4fd549b69a9b7db549dbfd53c64961527dc291ac8ba27deadd8a

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 2026-08-19T06:32:44.657259+00:00.

source=pdf_text observed=2026-06-30T09:35:55.064011Z digest=sha256:205ad8218f20f86cf59ea23f1778bd2069cbd2c7b808397354630e6bcce6bf53