Paper Citation Record · LEDGER

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation

As of 12 August 2026, this Paper Citation Record lists 29 of 29 outbound references and 0 inbound Pith citation observations for arXiv:2501.14240.

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

pith.paper-citation-record.v1
2501.14240 v1

Coverage vector

measured 29 of 29 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T15:19:16.945988Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

29 of 29 outbound references displayed

verified exact0
verified fuzzy26
unresolved3
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f4ab5ad9-80db-47e0-8e00-15b07b9ee209 · outbound

This paper cites Asvspoof 2021: accelerating progress in spoofed and deepfake speech detection,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Asvspoof 2021: accelerating progress in spoofed and deepfake speech detection,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.374998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 75f270bf-3aef-4350-af01-1a44b4b6510f · outbound

This paper cites Does audio deepfake detection general- ize?,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Does audio deepfake detection general- ize?,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.362844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 65005dab-19d1-429a-a61c-d2acf75a547f · outbound

This paper cites XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-10T15:19:16.830454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d2b43c0-2b3c-4467-86ea-99fb70b1cbe5 · outbound

This paper cites Robust speech recognition via large- scale weak supervision,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Robust speech recognition via large- scale weak supervision,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.350644Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c17af724-086b-46f2-8a63-85a7cfdeb6a1 · outbound

This paper cites Wavlm: Large-scale self-supervised pre-training for full stack speech processing,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Wavlm: Large-scale self-supervised pre-training for full stack speech processing,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.336929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 150935f9-d940-465a-9480-5d9b00d7bebb · outbound

This paper cites Automatic speaker verification spoof- ing and deepfake detection using wav2vec 2.0 and data augmentation,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Automatic speaker verification spoof- ing and deepfake detection using wav2vec 2.0 and data augmentation,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.323271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 47f92122-13e3-4a8a-87f5-aa6a528cf8ad · outbound

This paper cites One-class learning towards synthetic voice spoofing detection,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation One-class learning towards synthetic voice spoofing detection,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.311249Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6633d3b4-b7fc-413b-a30a-a153a3dc8c6c · outbound

This paper cites One-class learning with adaptive centroid shift for audio deepfake detection,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation One-class learning with adaptive centroid shift for audio deepfake detection,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.299126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 817baa08-039e-4e67-92b3-105838da1f9c · outbound

This paper cites SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation SpecAugment: A Simple Data Augmentation Method for Automatic Speech Recognition

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T15:19:16.860363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3af7edff-0330-4560-aba9-a5ae27725d2a · outbound

This paper cites Rawboost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Rawboost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.285129Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1d66677c-5167-4e7b-ab3f-545dedb10605 · outbound

This paper cites Cpaug: Refining copy-paste augmentation for speech anti- spoofing,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Cpaug: Refining copy-paste augmentation for speech anti- spoofing,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.271180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2b58bf9a-b5b4-4990-831c-e0358b604e1f · outbound

This paper cites Targeted augmented data for audio deepfake detection,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Targeted augmented data for audio deepfake detection,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.259475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a42e13e7-7086-432c-a41d-6ecc7240672b · outbound

This paper cites Spoofed training data for speech spoofing countermeasure can be efficiently created using neural vocoders,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Spoofed training data for speech spoofing countermeasure can be efficiently created using neural vocoders,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.247527Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0e58df77-f51e-4707-a8b9-e754b57fb1ac · outbound

This paper cites Can large-scale vocoded spoofed data improve speech spoofing countermeasure with a self-supervised front end?,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Can large-scale vocoded spoofed data improve speech spoofing countermeasure with a self-supervised front end?,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.235269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 309ca59f-685f-4bba-8b43-9af079e5986b · outbound

This paper cites Data augmentation via latent space interpolation for image classification,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Data augmentation via latent space interpolation for image classification,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.223935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6331fac3-6af0-4986-b0c1-50a9b3b90d0d · outbound

This paper cites Transcending forgery specificity with latent space augmentation for generalizable deepfake detection,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Transcending forgery specificity with latent space augmentation for generalizable deepfake detection,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.212278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f1663513-2597-44f3-a069-e291124e3181 · outbound

This paper cites Asvspoof 2019: A large-scale public database of synthesized, converted and replayed speech,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Asvspoof 2019: A large-scale public database of synthesized, converted and replayed speech,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.200917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 31c48fc3-dfd2-4b6c-8175-206b7bde356f · outbound

This paper cites Arcface: Additive angular margin loss for deep face recognition,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Arcface: Additive angular margin loss for deep face recognition,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.188645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f7088b81-2a71-423c-8aea-defa19cb8a9e · outbound

This paper cites mixup: Beyond Empirical Risk Minimization.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation mixup: Beyond Empirical Risk Minimization

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T15:19:16.901021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a61a2d5-8c0d-448d-91b1-47320ee94681 · outbound

This paper cites Aasist: Audio anti-spoofing using integrated spectro-temporal graph attention networks,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Aasist: Audio anti-spoofing using integrated spectro-temporal graph attention networks,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.176155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4161f9d7-699c-43db-b120-d2986c7d23a4 · outbound

This paper cites Attentive merging of hidden embeddings from pre-trained speech model for anti-spoofing detection,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Attentive merging of hidden embeddings from pre-trained speech model for anti-spoofing detection,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.162359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e8253627-4868-4a2d-b2b2-0a70476345b7 · outbound

This paper cites Towards generalisable and calibrated audio deepfake detection with self-supervised representations,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Towards generalisable and calibrated audio deepfake detection with self-supervised representations,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.145703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 059900af-9176-4543-977c-c834a63ea0c2 · outbound

This paper cites Audio deepfake detection with self-supervised wavlm and multi-fusion attentive classifier,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Audio deepfake detection with self-supervised wavlm and multi-fusion attentive classifier,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.129484Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation b54f9f97-552e-4d36-9bc4-bbd72053e26e · outbound

This paper cites Anti- spoofing using transfer learning with variational information bottleneck,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Anti- spoofing using transfer learning with variational information bottleneck,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.113722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ccf43d89-8eb9-4f33-8ace-4cf15ebc9248 · outbound

This paper cites One-class knowledge distillation for spoofing speech detection,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation One-class knowledge distillation for spoofing speech detection,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.095641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4e69b41a-3c8f-460b-b37b-cc764580e892 · outbound

This paper cites Genuine-focused learning using mask autoencoder for generalized fake audio detection,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Genuine-focused learning using mask autoencoder for generalized fake audio detection,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.078735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a0d44e82-8632-4aa0-8e35-f3e6e1a20158 · outbound

This paper cites Improving short utterance anti-spoofing with aasist2,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Improving short utterance anti-spoofing with aasist2,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.060150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e622b297-c04e-473b-a4af-2a924e295caa · outbound

This paper cites Temporal-channel modeling in multi-head self-attention for synthetic speech detection,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Temporal-channel modeling in multi-head self-attention for synthetic speech detection,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.044882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 29c20cf2-8ec6-451c-81d9-96b022204f55 · outbound

This paper cites Spoofing speech detection by modeling local spectro- temporal and long-term dependency,.

Generalizable Audio Deepfake Detection via Latent Space Refinement and Augmentation Spoofing speech detection by modeling local spectro- temporal and long-term dependency,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T15:19:17.029826Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.