Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:24:12.648402Z
Paper Citation Record · LEDGER
A Comparative Study on Proactive and Passive Detection of Deepfake Speech
As of 19 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 1 inbound Pith citation observation for arXiv:2506.14398.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T00:23:57.362820Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-07T00:24:12.707344Z
Reference resolution
48 of 48 outbound references displayed
- verified exact0
- verified fuzzy34
- unresolved11
- parse uncertain0
- malformed identifier2
- metadata mismatch1
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 94e52052-6d66-4def-837b-421b48716b27 · outbound
This paper cites an unresolved cited work.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Unresolved cited work
Reference 1
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T00:24:13.261140Z
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.
Observation 84f5f51a-90e6-4fe0-8d33-9f52fd0f66e7 · outbound
This paper cites A Comparative Study on Proactive and Passive Detection of Deepfake Speech.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech A Comparative Study on Proactive and Passive Detection of Deepfake Speech
Reference 2
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-07T00:24:12.716203Z
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.
Observation 7b113fc2-3b07-4d12-986e-32dbaf0aec8a · outbound
This paper cites 1, upon which we compare deepfake detectors and watermarking mod- els for binary deepfake detection.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech 1, upon which we compare deepfake detectors and watermarking mod- els for binary deepfake detection
Reference 3
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-07T00:24:13.249516Z
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.
Observation f680e8a0-f7ae-4428-a92a-2af9e04c22f3 · outbound
This paper cites an unresolved cited work.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Unresolved cited work
Reference 4
- Resolution
- malformed identifier
- raw_fallback, observed 2026-08-07T00:24:13.234842Z
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.
Observation 2c45c944-ac14-4fdd-92b8-d643a487d94e · outbound
This paper cites an unresolved cited work.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Unresolved cited work
Reference 5
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T00:24:13.224328Z
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.
Observation 1fdfc482-3cb9-46c6-bc99-73ee01574c92 · outbound
This paper cites This study was partially supported by JST AIP Acceleration Research (JP- MJCR24U3), MEXT KAKENHI Grant (24H00732), and JST PRESTO (JPMJPR23P9).
A Comparative Study on Proactive and Passive Detection of Deepfake Speech This study was partially supported by JST AIP Acceleration Research (JP- MJCR24U3), MEXT KAKENHI Grant (24H00732), and JST PRESTO (JPMJPR23P9)
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:13.214587Z
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.
Observation 55b3b3be-71cb-4a1c-853f-78f80679515f · outbound
This paper cites AASIST: Au- dio anti-spoofing using integrated spectro-temporal graph atten- tion networks,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech AASIST: Au- dio anti-spoofing using integrated spectro-temporal graph atten- tion networks,
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:13.204490Z
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.
Observation 74a2edf1-93f8-4f23-a983-6aa454abc9c3 · outbound
This paper cites SLIM: Style- linguistics mismatch model for generalized audio deepfake detec- tion,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech SLIM: Style- linguistics mismatch model for generalized audio deepfake detec- tion,
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:13.191283Z
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.
Observation e29bff90-697a-4f23-b801-171df567474c · outbound
This paper cites ASVspoof 2019: A large-scale public database of synthesized, converted and replayed speech,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech ASVspoof 2019: A large-scale public database of synthesized, converted and replayed speech,
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:13.177612Z
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.
Observation 3d1d87f1-3041-4864-a6ab-085d3215aaf7 · outbound
This paper cites The codecfake dataset and countermeasures for the universally detection of deepfake audio,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech The codecfake dataset and countermeasures for the universally detection of deepfake audio,
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:13.165778Z
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.
Observation adbc1dea-0a6e-4d6e-9e4f-a80ce13f455a · outbound
This paper cites Detecting voice cloning attacks via Timbre watermarking,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Detecting voice cloning attacks via Timbre watermarking,
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:13.153375Z
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.
Observation aa18528f-b450-4c73-bc0e-6a4029f93ca6 · outbound
This paper cites Proac- tive detection of voice cloning with localized watermarking,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Proac- tive detection of voice cloning with localized watermarking,
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:13.141131Z
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.
Observation 311e1817-95b1-4738-ae96-46cd3c487aea · outbound
This paper cites WavMark: Watermarking for Audio Generation.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech WavMark: Watermarking for Audio Generation
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T00:24:12.285060Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 750bc13b-9ad3-4c5b-ba0b-41a17d412ab0 · outbound
This paper cites AudioMark- Bench: Benchmarking robustness of audio watermarking,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech AudioMark- Bench: Benchmarking robustness of audio watermarking,
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:13.130580Z
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.
Observation adb7e8b7-8887-4a0a-bd6a-68110b2fecb1 · outbound
This paper cites One-class learning towards syn- thetic voice spoofing detection,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech One-class learning towards syn- thetic voice spoofing detection,
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T00:24:12.384936Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65c9d9b1-b319-4de8-af96-cc7e2b43a507 · outbound
This paper cites High fidelity neural audio compression,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech High fidelity neural audio compression,
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T00:24:12.442742Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a58c8181-24ef-4929-859a-8884dd10c4e0 · outbound
This paper cites t-DCF: A detection cost function for the tandem assessment of spoof- ing countermeasures and automatic speaker verification,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech t-DCF: A detection cost function for the tandem assessment of spoof- ing countermeasures and automatic speaker verification,
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:13.107792Z
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.
Observation 8cab15ea-cdee-42a2-b215-23cadf1df9d4 · outbound
This paper cites Defense against adversarial at- tacks on audio deepFake detection,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Defense against adversarial at- tacks on audio deepFake detection,
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:13.096488Z
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.
Observation 10534714-68ce-42c4-b4b3-2bcf79da9ad1 · outbound
This paper cites RawBoost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech RawBoost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:13.084564Z
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.
Observation 6a1b13a1-16ed-4a72-bb2a-9c4b48df2f4b · outbound
This paper cites ISO/IEC 30 107-1:2023, 2023.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech ISO/IEC 30 107-1:2023, 2023
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:13.074447Z
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.
Observation 24c1ae25-d5a5-4259-af04-3828ad1c88b6 · outbound
This paper cites an unresolved cited work.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T00:24:13.062134Z
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.
Observation 0c189bf8-4872-43a6-97d8-21341b8adb86 · outbound
This paper cites Spoofing and countermeasures for speaker verification: A survey,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Spoofing and countermeasures for speaker verification: A survey,
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:13.047023Z
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.
Observation 0c637cb3-a900-4937-ac55-720cb927d3a9 · outbound
This paper cites Constant Q cepstral co- efficients: A spoofing countermeasure for automatic speaker ver- ification,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Constant Q cepstral co- efficients: A spoofing countermeasure for automatic speaker ver- ification,
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:13.032646Z
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.
Observation ed71918e-6f86-49d8-ac17-276e24df3207 · outbound
This paper cites ASVspoof 2017: Automatic speaker verification spoofing and countermea- sures challenge evaluation plan,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech ASVspoof 2017: Automatic speaker verification spoofing and countermea- sures challenge evaluation plan,
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:13.021228Z
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.
Observation 6896fca6-5011-4981-aee5-404c3015bba7 · outbound
This paper cites ASVspoof 2021: Towards spoofed and deepfake speech detection in the wild,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech ASVspoof 2021: Towards spoofed and deepfake speech detection in the wild,
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:13.010086Z
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.
Observation e36777b5-1e6c-4890-b23d-135fd6af58a0 · outbound
This paper cites Auto- matic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Auto- matic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation,
Reference 26
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:12.997801Z
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.
Observation 620fae07-46f5-4aa6-89f3-ac27a8156dc8 · outbound
This paper cites Spoofed training data for speech spoofing countermeasure can be efficiently created using neural vocoders,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Spoofed training data for speech spoofing countermeasure can be efficiently created using neural vocoders,
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T00:24:12.529457Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7c770753-569d-4fc2-b284-aa1e7c461d9b · outbound
This paper cites Speech founda- tion model ensembles for the controlled singing voice deepfake detection (CtrSVDD) challenge 2024,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Speech founda- tion model ensembles for the controlled singing voice deepfake detection (CtrSVDD) challenge 2024,
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:12.978703Z
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.
Observation 29328dab-8317-48ea-af08-84febcc8bd8a · outbound
This paper cites Speech watermarking with discrete intermediate representations,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Speech watermarking with discrete intermediate representations,
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:12.970684Z
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.
Observation e207e410-d619-46fe-9c76-18fdf015c0ba · outbound
This paper cites SilentCi- pher: Deep audio watermarking,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech SilentCi- pher: Deep audio watermarking,
Reference 30
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:12.959015Z
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.
Observation ae23f8ca-3aa3-4690-869a-111e156e56b9 · outbound
This paper cites HiFi-GANw: Wa- termarked speech synthesis via fine-tuning of HiFi-GAN,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech HiFi-GANw: Wa- termarked speech synthesis via fine-tuning of HiFi-GAN,
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:12.950436Z
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.
Observation d2fe9320-8e65-4002-9c35-e3aa2f229473 · outbound
This paper cites Adversarial audio wa- termarking: Embedding watermark into deep feature,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Adversarial audio wa- termarking: Embedding watermark into deep feature,
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:12.921858Z
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.
Observation f893096a-c1d0-4ac0-80bb-a86400e6a948 · outbound
This paper cites MaskMark: Robust neu- ralwatermarking for real and synthetic speech,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech MaskMark: Robust neu- ralwatermarking for real and synthetic speech,
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:12.912434Z
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.
Observation abc06ddf-320e-40b6-92db-16f13a9ab645 · outbound
This paper cites an unresolved cited work.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T00:24:12.903874Z
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.
Observation 5398d5e3-94f0-4456-ab9e-ec9dda7fafe8 · outbound
This paper cites Out of a hundred trials, how many errors does your speaker verifier make?.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Out of a hundred trials, how many errors does your speaker verifier make?
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:12.895268Z
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.
Observation 799e6499-4123-4992-becc-122b71da2fc1 · outbound
This paper cites MUSAN: A Music, Speech, and Noise Corpus.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech MUSAN: A Music, Speech, and Noise Corpus
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T00:24:12.583818Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76c40d89-4b04-400a-82e7-8d2f9b345961 · outbound
This paper cites A study on data augmentation of reverberant speech for robust speech recog- nition,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech A study on data augmentation of reverberant speech for robust speech recog- nition,
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:12.879038Z
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.
Observation 08749ddf-9327-44ac-a4fd-9b61947cc9a5 · outbound
This paper cites Pedalboard,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Pedalboard,
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T00:24:12.595786Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 58b6bbd4-da47-4a42-a36b-8adef97f8514 · outbound
This paper cites Definition of the opus audio codec,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Definition of the opus audio codec,
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:12.869980Z
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.
Observation 1249c596-956f-4a3e-b1af-65fd5923e3f1 · outbound
This paper cites High- fidelity audio compression with improved RVQGAN,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech High- fidelity audio compression with improved RVQGAN,
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:12.849007Z
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.
Observation d5a10364-6e39-4cfe-b18f-5ad58b60a580 · outbound
This paper cites WavTokenizer: An effi- cient acoustic discrete codec tokenizer for audio language model- ing,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech WavTokenizer: An effi- cient acoustic discrete codec tokenizer for audio language model- ing,
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:12.821268Z
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.
Observation c96b9d9a-9abe-49c8-b158-b4fa7b806fd6 · outbound
This paper cites PyTorch: An im- perative style, high-performance deep learning library,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech PyTorch: An im- perative style, high-performance deep learning library,
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:12.807015Z
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.
Observation 7de7a33e-6b76-464b-a7e2-8a444831e8e3 · outbound
This paper cites Finding, visualiz- ing, and quantifying latent structure across diverse animal vo- cal repertoires,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech Finding, visualiz- ing, and quantifying latent structure across diverse animal vo- cal repertoires,
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:12.795851Z
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.
Observation 96875d7f-e5dd-44dc-8e5d-d828047f6bd1 · outbound
This paper cites timsainb/noisereduce: v1.0,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech timsainb/noisereduce: v1.0,
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T00:24:12.626968Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd862fd5-db78-4ce5-8220-a1b5e8551be6 · outbound
This paper cites DeepFilterNet: A low complexity speech enhancement frame- work for full-band audio based on deep filtering,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech DeepFilterNet: A low complexity speech enhancement frame- work for full-band audio based on deep filtering,
Reference 45
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:12.779310Z
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.
Observation bff8e58e-a7cc-4979-857b-b995a080bd2f · outbound
This paper cites DeepFilterNet: Perceptually motivated real-time speech en- hancement,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech DeepFilterNet: Perceptually motivated real-time speech en- hancement,
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:12.769109Z
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.
Observation fe34d34a-a9a0-4394-805a-41ec12961f1f · outbound
This paper cites librosa: Audio and music signal analysis in python,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech librosa: Audio and music signal analysis in python,
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:12.746084Z
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.
Observation 4f38c45f-1867-4b11-a9b0-340d0d7b2a64 · outbound
This paper cites wav2vec 2.0: A framework for self-supervised learning of speech representa- tions,.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech wav2vec 2.0: A framework for self-supervised learning of speech representa- tions,
Reference 48
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T00:24:12.733385Z
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.
Pith citing papers
Observation 84f5f51a-90e6-4fe0-8d33-9f52fd0f66e7 · inbound
A Comparative Study on Proactive and Passive Detection of Deepfake Speech cites this paper.
A Comparative Study on Proactive and Passive Detection of Deepfake Speech A Comparative Study on Proactive and Passive Detection of Deepfake Speech
Reference 2
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-07T00:24:12.716203Z
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.