Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T20:50:16.986076Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 52 of 52 outbound references and 0 inbound Pith citation observations for arXiv:2507.01750.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T20:50:16.986076Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
52 of 52 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 0f70488c-eea8-41a3-8603-efa08e58d0a6 · outbound
Generalizable Detection of Audio Deepfakes Fbi warns of increasing threat of cyber criminals utilizing artificial intelligence,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 32025b7f-36f3-4268-aea7-dd5cce59e3e7 · outbound
Generalizable Detection of Audio Deepfakes Pay-to-play: Access to justice in the era of ai and deep- fakes,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 06479550-9fef-4425-8dc8-18f2993a67e3 · outbound
Generalizable Detection of Audio Deepfakes Asvspoof 2015: the first automatic speaker verification spoofing and countermeasures challenge,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b3b5ad94-bff8-41a4-a49c-4e0e762322ff · outbound
Generalizable Detection of Audio Deepfakes Automatic speaker verification spoofing and countermeasures challenge (asvspoof 2015) database,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8c0cd200-f89f-4568-bb40-e7f9a542a1ef · outbound
Generalizable Detection of Audio Deepfakes The asvspoof 2017 challenge: Assessing the limits of replay spoofing attack detection,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 74beae96-f75d-46c1-bf98-92d158a7263b · outbound
Generalizable Detection of Audio Deepfakes The 2nd automatic speaker verification spoofing and countermeasures challenge (asvspoof 2017) database, version 2,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3c1c70d2-1b4f-4932-ac52-94d6914b7abb · outbound
Generalizable Detection of Audio Deepfakes ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 42690f01-465a-434d-b1fc-7b49ed2b773e · outbound
Generalizable Detection of Audio Deepfakes Asvspoof 2019: The 3rd automatic speaker verification spoofing and countermeasures challenge database,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9e350314-1a0c-4a9c-9428-0e6585f295ff · outbound
Generalizable Detection of Audio Deepfakes ASVspoof 2021: Towards Spoofed and Deepfake Speech Detection in the Wild
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9741157-32ba-4216-8375-4721f9a4da9d · outbound
Generalizable Detection of Audio Deepfakes Asvspoof 2021 challenge - logical access database,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation df2c3136-89d4-4e8a-b647-5e4902504f2e · outbound
Generalizable Detection of Audio Deepfakes Asvspoof 2021 challenge - physical access database,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3314f024-a785-4c11-bc5e-663238402d9f · outbound
Generalizable Detection of Audio Deepfakes Asvspoof 2021 challenge - speech deepfake database,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f1fde9ea-1f3b-4407-84d4-dbff35c66b3c · outbound
Generalizable Detection of Audio Deepfakes ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8f3e947-4b8b-42a0-909b-192a8b55a19b · outbound
Generalizable Detection of Audio Deepfakes Asvspoof 5: Design, collection and validation of resources for spoofing, deepfake, and adversarial attack detection using crowdsourced speech,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c9d0aadb-3b4c-4452-b57f-9edd7744a166 · outbound
Generalizable Detection of Audio Deepfakes Add 2022: the first audio deep synthesis detection challenge,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d77b73d3-736b-4c1f-842e-d09e78632e18 · outbound
Generalizable Detection of Audio Deepfakes Does audio deepfake detection generalize?
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation dbf91de0-2c76-4997-ba74-baa66a3b79a8 · outbound
Generalizable Detection of Audio Deepfakes Dataset artefacts in anti- spoofing systems: A case study on the asvspoof 2017 benchmark,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8d115779-de40-45f2-a941-38f1889364d2 · outbound
Generalizable Detection of Audio Deepfakes The effect of silence and dual-band fusion in anti-spoofing system,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 0466529b-99dd-4381-8b0b-dc252eef9255 · outbound
Generalizable Detection of Audio Deepfakes Speech is silver, silence is golden: What do asvspoof- trained models really learn?
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 10388cf0-b1f2-49a4-a716-0ad16d963502 · outbound
Generalizable Detection of Audio Deepfakes Investigating self-supervised front ends for speech spoofing countermeasures,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 185e1814-3f7d-4e73-b2da-b486529d3b0a · outbound
Generalizable Detection of Audio Deepfakes Does audio deepfake detection generalize?
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 986a95c6-4590-4415-859d-1ba95bf1ea35 · outbound
Generalizable Detection of Audio Deepfakes The m-ailabs speech dataset,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cf5adb1d-55ff-4a3a-81ae-0504bcdfcdfe · outbound
Generalizable Detection of Audio Deepfakes Mlaad: The multi- language audio anti-spoofing dataset,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5036f07c-6f49-4ca6-bf31-a1e50c72d5f3 · outbound
Generalizable Detection of Audio Deepfakes Deepfake de- tection challenge,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 324cee1f-2cb8-4fc5-abb0-5e7da24f6085 · outbound
Generalizable Detection of Audio Deepfakes FakeA VCeleb: A novel audio-video multimodal deepfake dataset,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92f81717-fdf0-4835-ba3f-4af946b064ed · outbound
Generalizable Detection of Audio Deepfakes Dfdc video audio labels,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 71efe77a-c01f-4854-ad0e-fd12fd30b61f · outbound
Generalizable Detection of Audio Deepfakes SPEECON – speech databases for consumer devices: Database specification and validation,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2338ea49-b3a9-4991-b8cd-83cc2037da96 · outbound
Generalizable Detection of Audio Deepfakes Silero vad: pre-trained enterprise-grade voice activity detector (vad), number detector and language classifier,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 20c55ea7-3769-4713-a5cd-45f635942fdd · outbound
Generalizable Detection of Audio Deepfakes Spoofed training data for speech spoofing countermeasure can be efficiently created using neural vocoders,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c9d31b9f-5001-4059-b481-ec347d10cf32 · outbound
Generalizable Detection of Audio Deepfakes Hugging face,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3769c3d5-1217-47cf-b35b-1fde16751b41 · outbound
Generalizable Detection of Audio Deepfakes Hifi-gan: Generative adversarial networks for efficient and high fidelity speech synthesis,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 89c499ac-be46-4d53-b9f7-f61ca944f52e · outbound
Generalizable Detection of Audio Deepfakes Melgan: Generative adversarial networks for conditional waveform synthesis,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1cabab34-cf5c-46d6-b414-46e6ac8c3086 · outbound
Generalizable Detection of Audio Deepfakes World: A vocoder- based high-quality speech synthesis system for real-time applications,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f2fe1ac6-b347-42c5-b39f-be58d14988b0 · outbound
Generalizable Detection of Audio Deepfakes Waveglow: A flow-based generative network for speech synthesis,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fc3560d7-174c-4d2d-b8e8-2fc9d173f1c2 · outbound
Generalizable Detection of Audio Deepfakes Neural Source-Filter Wave- form Models for Statistical Parametric Speech Synthesis,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e071f367-c5cc-4483-8f30-3ef9d1be8b84 · outbound
Generalizable Detection of Audio Deepfakes Can large-scale vocoded spoofed data improve speech spoofing countermeasure with a self-supervised front end?
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 50f5bd35-edae-4412-a2bf-0655ac9e0131 · outbound
Generalizable Detection of Audio Deepfakes The lj speech dataset,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fb347732-0a6f-4212-8db8-05a46721b0ac · outbound
Generalizable Detection of Audio Deepfakes fairseq: A fast, extensible toolkit for sequence modeling,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c61f8662-0d1c-45ab-bb2f-9377a2f3b748 · outbound
Generalizable Detection of Audio Deepfakes Stc antispoofing systems for the asvspoof2021 challenge,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7cde1841-c8da-46c6-9ba2-23adf4acaa32 · outbound
Generalizable Detection of Audio Deepfakes Averaging weights leads to wider optima and better generalization,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c388115b-0a68-476d-886f-82cbcb33909c · outbound
Generalizable Detection of Audio Deepfakes Focal loss for dense object detection,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 186616aa-2745-4f11-9750-f023fc645983 · outbound
Generalizable Detection of Audio Deepfakes A discriminative feature learning approach for deep face recognition
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ddbdbac7-5648-4f65-b5f6-b413c3a218e0 · outbound
Generalizable Detection of Audio Deepfakes One-class learning towards synthetic voice spoofing detection,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7e9744ca-d05a-4da3-b928-07d5190864ff · outbound
Generalizable Detection of Audio Deepfakes Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 38d45f89-8b0b-4404-a903-129cb51c18e2 · outbound
Generalizable Detection of Audio Deepfakes Rawboost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 537dce94-5783-4dcc-872b-5edc014087d4 · outbound
Generalizable Detection of Audio Deepfakes A binaural room impulse response database for the evaluation of dereverberation algorithms,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 9e12b4eb-8065-404b-b37e-6780049b66c3 · outbound
Generalizable Detection of Audio Deepfakes Ustc-kxdigit system description for asvspoof5 challenge,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 42cb75f9-39b7-423c-bb7c-3bc589e478c5 · outbound
Generalizable Detection of Audio Deepfakes High Fidelity Neural Audio Compression
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54d9c851-8eb9-44ad-8477-7b4a0b123ee4 · outbound
Generalizable Detection of Audio Deepfakes Probabilistic outputs for support vector machines and comparisons to regularized likelihood methods,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 41011f27-23cf-42fb-95ac-dfee072b23b0 · outbound
Generalizable Detection of Audio Deepfakes Towards measuring fairness in speech recognition: Fair-speech dataset,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 95796c49-dddb-4e52-a0e9-09eb7ba09949 · outbound
Generalizable Detection of Audio Deepfakes Torchaudio-squim: Reference-less speech quality and intelligi- bility measures in torchaudio,
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation edbd3f11-7325-4290-ba3c-e61b03cb593d · outbound
Generalizable Detection of Audio Deepfakes USTC-KXDIGIT System Description for ASVspoof5 Challenge
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.