Paper Citation Record · LEDGER

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes

As of 8 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 1 inbound Pith citation observation for arXiv:2505.23619.

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

pith.paper-citation-record.v1
2505.23619 v1

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:45:32.250391Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:45:28.657469Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T12:45:32.494852Z

Reference resolution

42 of 42 outbound references displayed

verified exact0
verified fuzzy22
unresolved18
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ac1888d2-abe8-498b-b5d1-0f76927b4a0c · outbound

This paper cites Recent models also excel in voice cloning, enabling the generation of speech that closely mimics a specific speaker’s voice with just a single reference ut- terance [3, 4].

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Recent models also excel in voice cloning, enabling the generation of speech that closely mimics a specific speaker’s voice with just a single reference ut- terance [3, 4]

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:35.894350Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 22d7d9f5-638e-460e-9c54-b29cc037cfaa · outbound

This paper cites Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T12:45:32.613408Z

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Observation 3046c515-3bf6-4d4c-b973-0193b21f1dd5 · outbound

This paper cites an unresolved cited work.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Unresolved cited work

Reference 3

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Observation 643fd7d6-fdd5-4582-9441-6e6ba8d566d5 · outbound

This paper cites catastrophic forgetting.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes catastrophic forgetting

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:35.475288Z

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Observation 949ac8e9-5f4a-472a-b49e-10d251e86984 · outbound

This paper cites As demonstrated by our exper- iments, this can be a significant security concern, as ADD per- formance on seen TTS is almost perfect while degrading con- siderably on unseen TTSs.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes As demonstrated by our exper- iments, this can be a significant security concern, as ADD per- formance on seen TTS is almost perfect while degrading con- siderably on unseen TTSs

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:35.301881Z

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Observation 2c9c8663-6680-4b8b-89ea-4fe8bbeebe5c · outbound

This paper cites Lora: Low-rank adaptation of large language models,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Lora: Low-rank adaptation of large language models,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:34.778152Z

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Observation d2a7fba6-2ea3-4d24-a852-76b0406eef20 · outbound

This paper cites Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Neural Codec Language Models are Zero-Shot Text to Speech Synthesizers

Reference 7

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Observation 9fc36af4-7d64-404a-97fb-c34e41f38595 · outbound

This paper cites V oicebox: Text-guided multilingual universal speech generation at scale,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes V oicebox: Text-guided multilingual universal speech generation at scale,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:35.117449Z

Source-reported events for the cited work

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Observation b3272b39-c141-414c-a52b-51a346e1efd5 · outbound

This paper cites Yourtts: Towards zero-shot multi-speaker tts and zero-shot voice conversion for everyone,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Yourtts: Towards zero-shot multi-speaker tts and zero-shot voice conversion for everyone,

Reference 9

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Observation 8b8284d8-033d-48a0-9972-87be9272f6fc · outbound

This paper cites F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes F5-TTS: A Fairytaler that Fakes Fluent and Faithful Speech with Flow Matching

Reference 10

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Source-reported events for the cited work

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Observation 671a5fbe-73bf-4029-a80a-3c2bc375aec8 · outbound

This paper cites Audio deepfake approaches,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Audio deepfake approaches,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:34.931100Z

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Observation 63318561-dec3-4c4d-a792-a688f511b845 · outbound

This paper cites Bayesian inference for logistic models using P ´olya–Gamma latent variables,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Bayesian inference for logistic models using P ´olya–Gamma latent variables,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:34.222309Z

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Observation 8c6ee2ef-5abc-41d7-a341-6ff54fb01f02 · outbound

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

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale

Reference 13

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Observation f310020c-53fd-4470-9c20-ff448f8f1cd0 · outbound

This paper cites an unresolved cited work.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Unresolved cited work

Reference 14

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Source-reported events for the cited work

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Observation b929a18d-8127-4ff4-ac50-7ac1bbfbb6ac · outbound

This paper cites Scalable vari- ational gaussian process classification,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Scalable vari- ational gaussian process classification,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:34.630753Z

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 79d57bf8-1374-4211-9fd2-521e5f6c74bb · outbound

This paper cites Stochas- tic variational deep kernel learning,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Stochas- tic variational deep kernel learning,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:34.491200Z

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 07cc7dbd-3b0a-45d9-840a-698a02c8222c · outbound

This paper cites Guided deep kernel learning,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Guided deep kernel learning,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:34.337556Z

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 bab35af1-6526-40ca-942e-37626c9f4741 · outbound

This paper cites Deep kernel learning,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Deep kernel learning,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:33.522118Z

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 d26e13fa-a5f9-4d29-b4dd-ecfdcfcde74b · outbound

This paper cites Multi-class Gaussian process classification made conjugate: Efficient infer- ence via data augmentation,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Multi-class Gaussian process classification made conjugate: Efficient infer- ence via data augmentation,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:34.127507Z

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 7c93fa9b-ca8b-4d1d-9f74-ba98033362a2 · outbound

This paper cites GP-Tree: A Gaussian process classifier for few-shot incremen- tal learning,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes GP-Tree: A Gaussian process classifier for few-shot incremen- tal learning,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:34.010045Z

Source-reported events for the cited work

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Observation 4200a123-da72-419e-969b-df794766e3af · outbound

This paper cites Personalized federated learning with Gaussian processes,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Personalized federated learning with Gaussian processes,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:33.892798Z

Source-reported events for the cited work

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Observation f2704064-a34b-4c20-92f3-561d7e700cb7 · outbound

This paper cites an unresolved cited work.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Unresolved cited work

Reference 22

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Source-reported events for the cited work

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Observation 78f7f32c-165f-432e-87f8-b0999d61c5f2 · outbound

This paper cites Dirichlet-based Gaussian processes for large-scale cali- brated classification,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Dirichlet-based Gaussian processes for large-scale cali- brated classification,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:33.745891Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b0d0ae8a-5b44-4b37-8586-b8c72b25f88a · outbound

This paper cites Manifold Gaussian processes for regression,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Manifold Gaussian processes for regression,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:33.639731Z

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Observation 69c52373-8963-489b-8183-9b6505ba943c · outbound

This paper cites Audio Deepfake Detection: A Survey.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Audio Deepfake Detection: A Survey

Reference 25

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Observation 41b1df84-f90a-4599-aec6-046ce6e62bca · outbound

This paper cites AASIST: Audio Anti-Spoofing using Integrated Spectro-Temporal Graph Attention Networks.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes AASIST: Audio Anti-Spoofing using Integrated Spectro-Temporal Graph Attention Networks

Reference 26

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Observation 852fbd7f-0c79-46fe-b594-22d330d8e86e · outbound

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

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Aasist: Audio anti-spoofing using integrated spectro- temporal graph attention networks,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:33.391831Z

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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 2154a104-7217-4904-af59-4af86dbe7a68 · outbound

This paper cites End-to-end spectro-temporal graph attention networks for speaker verification anti-spoofing and speech deepfake detec- tion,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes End-to-end spectro-temporal graph attention networks for speaker verification anti-spoofing and speech deepfake detec- tion,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:33.258891Z

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 649bf2c4-7533-458b-87d4-8b1862ff49e3 · outbound

This paper cites Pushing the limits of raw waveform speaker recogni- tion,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Pushing the limits of raw waveform speaker recogni- tion,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:33.144284Z

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 d3a5ef45-374b-4484-983e-4c3fa9ffc8f5 · outbound

This paper cites wav2vec: Unsupervised Pre-training for Speech Recognition.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes wav2vec: Unsupervised Pre-training for Speech Recognition

Reference 30

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Source-reported events for the cited work

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Observation 25a650e4-f529-419a-aacb-e0697cf45086 · outbound

This paper cites Hubert: Self-supervised speech represen- tation learning by masked prediction of hidden units,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Hubert: Self-supervised speech represen- tation learning by masked prediction of hidden units,

Reference 31

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Source-reported events for the cited work

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Observation 7292eabc-5ce0-4392-beea-aa5fe9b507a1 · outbound

This paper cites Cross-Domain Audio Deepfake Detection: Dataset and Analysis.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Cross-Domain Audio Deepfake Detection: Dataset and Analysis

Reference 32

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Source-reported events for the cited work

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Observation 860e47ad-5ff5-450b-b58f-da5ea92c6fd7 · outbound

This paper cites Where are we in audio deepfake detection? A systematic analysis over generative and detection models.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Where are we in audio deepfake detection? A systematic analysis over generative and detection models

Reference 33

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Source-reported events for the cited work

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Observation 8da484cf-34e6-42a4-8266-188a4883ee5e · outbound

This paper cites Lib- rispeech: an asr corpus based on public domain audio books,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Lib- rispeech: an asr corpus based on public domain audio books,

Reference 34

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Observation 5b101021-412a-40f1-bd02-07d1e08c2f40 · outbound

This paper cites Speak, Read and Prompt: High-Fidelity Text-to-Speech with Minimal Supervision.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Speak, Read and Prompt: High-Fidelity Text-to-Speech with Minimal Supervision

Reference 35

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Observation 7ab4c217-426d-4035-a07d-ab117c4c1ffc · outbound

This paper cites Speak Foreign Languages with Your Own Voice: Cross-Lingual Neural Codec Language Modeling.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Speak Foreign Languages with Your Own Voice: Cross-Lingual Neural Codec Language Modeling

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T12:45:31.620520Z

Source-reported events for the cited work

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Observation 7274561c-0fc1-413a-af1d-ba75479e90c3 · outbound

This paper cites VoxCeleb: a large-scale speaker identification dataset.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes VoxCeleb: a large-scale speaker identification dataset

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T12:45:31.716657Z

Source-reported events for the cited work

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Observation b8473ab4-5abd-4d8d-8237-3924761b8c74 · outbound

This paper cites Few-shot adaption to distribution shifts by mixing source and target embed- dings,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Few-shot adaption to distribution shifts by mixing source and target embed- dings,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:33.023571Z

Source-reported events for the cited work

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Observation f3a37442-6787-4686-86dd-a22fab8e8577 · outbound

This paper cites mixup: Beyond Empirical Risk Minimization.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes mixup: Beyond Empirical Risk Minimization

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T12:45:31.895373Z

Source-reported events for the cited work

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Observation 648ec884-723f-4667-b455-b6c1ecc79fe1 · outbound

This paper cites Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T12:45:31.984868Z

Source-reported events for the cited work

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Observation 2cf2ab74-acc0-4afe-8bf4-4b373667eb04 · outbound

This paper cites Continual learning of context-dependent processing in neural networks,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes Continual learning of context-dependent processing in neural networks,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:32.920165Z

Source-reported events for the cited work

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Observation 2c6d6c5f-26c9-4a82-8be6-baab3fccad19 · outbound

This paper cites What to remember: Self-adaptive continual learning for audio deepfake detection,.

Few-Shot Speech Deepfake Detection Adaptation with Gaussian Processes What to remember: Self-adaptive continual learning for audio deepfake detection,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:45:32.795806Z

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.

Pith citing papers

Observation 22d7d9f5-638e-460e-9c54-b29cc037cfaa · inbound