Paper Citation Record · LEDGER

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R

As of 9 August 2026, this Paper Citation Record lists 27 of 27 outbound references and 1 inbound Pith citation observation for arXiv:2607.20023.

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

pith.paper-citation-record.v1
2607.20023 v1

Coverage vector

measured 27 of 27 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T11:03:27.681630Z

measured 28 of 28 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T11:03:25.586931Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

27 of 27 outbound references displayed

verified exact0
verified fuzzy0
unresolved26
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8238aa00-5913-498a-9829-de4d79dfca83 · outbound

This paper cites While modern FAD systems can achieve high in-domain performance, a main challenge lies in their generalization abil- ities [1].

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R While modern FAD systems can achieve high in-domain performance, a main challenge lies in their generalization abil- ities [1]

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:25.493140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c75ba3a0-bec4-454c-a025-4e0a03f3a8ac · outbound

This paper cites Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R.

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:25.586931Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c2da291-b29c-4760-a15d-0ffe526dbff5 · outbound

This paper cites The latter uses a learn- able weight vectorα∈R L, normalized via softmax.

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R The latter uses a learn- able weight vectorα∈R L, normalized via softmax

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:25.666695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c13aa241-1516-4f48-b8cb-ae40f4def93f · outbound

This paper cites The ASVspoof19 LA contains clean, high-quality recordings with spoofed speech generated using TTS and VC methods.

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R The ASVspoof19 LA contains clean, high-quality recordings with spoofed speech generated using TTS and VC methods

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:25.717494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d98c4ed-c885-4ee4-bfd4-b2abc1dda2bf · outbound

This paper cites an unresolved cited work.

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R Unresolved cited work

Reference 5

Resolution: malformed identifier; no resolver link, observed 2026-08-01T11:03:25.782546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2ae2bf1-bea9-4dd1-bfab-c26106ed2160 · outbound

This paper cites an unresolved cited work.

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:26.086802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4d75fd2-d891-4a18-9847-0614043b7b93 · outbound

This paper cites However, as the model ca- pacity increases (e.g., from 300M to 2B parameter models used in [7]), performance improves noticeably.

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R However, as the model ca- pacity increases (e.g., from 300M to 2B parameter models used in [7]), performance improves noticeably

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:25.861656Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed9dfaa0-f65c-4bd5-8529-3ac0f6ba3640 · outbound

This paper cites important.

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R important

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:25.971974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e6adbc8-e2d3-4b60-b774-fa50c45a315c · outbound

This paper cites activated.

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R activated

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:26.032551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 734cbb48-f812-4140-adf5-3a667f23cfc8 · outbound

This paper cites Does audio deepfake detection generalize?.

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R Does audio deepfake detection generalize?

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:26.135615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b71e4e27-64df-4c17-8128-0b0352be0ce5 · outbound

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

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R One-class learning towards synthetic voice spoofing detection,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:26.206338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04248a6d-be7d-472b-9d42-33af8231acf7 · outbound

This paper cites One-Class Learning with Adaptive Centroid Shift for Audio Deepfake Detection.

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R One-Class Learning with Adaptive Centroid Shift for Audio Deepfake Detection

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:26.284103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 427c5190-3e77-4bf6-a651-21775d857735 · outbound

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

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R Robust speech recognition via large-scale weak su- pervision,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:26.368056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02771db3-2a12-426d-ae72-71a4a372ffbf · outbound

This paper cites XLS-R: self-supervised cross-lingual speech representation learning at scale,.

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R XLS-R: self-supervised cross-lingual speech representation learning at scale,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:26.442690Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb55985e-2ab7-4328-adc5-beea876420a2 · outbound

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

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R Wavlm: Large- scale self-supervised pre-training for full stack speech process- ing,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:26.558103Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e58db814-2626-4900-bc8b-3eace462f200 · outbound

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

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R Towards generalisable and calibrated audio deepfake detection with self- supervised representations,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:26.624919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ce5eec0-d215-4ae5-b358-1fce8946a621 · outbound

This paper cites Exploring self-supervised embeddings and syn- thetic data augmentation for robust audio deepfake detection,.

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R Exploring self-supervised embeddings and syn- thetic data augmentation for robust audio deepfake detection,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:26.802393Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de237c29-f4f3-4d09-8581-dee6dce0ea43 · outbound

This paper cites Layer-wise analysis of a self-supervised speech representation model,.

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R Layer-wise analysis of a self-supervised speech representation model,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:26.860669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1af0542-b04f-4f37-925d-e774bb852309 · outbound

This paper cites Comparative layer-wise anal- ysis of self-supervised speech models,.

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R Comparative layer-wise anal- ysis of self-supervised speech models,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:26.914737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 077fa012-da13-40ed-81e4-95da1e1c8690 · outbound

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

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R Spoofed training data for speech spoofing countermeasure can be efficiently created using neu- ral vocoders,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:27.020999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 830ff966-a203-4caf-a4d4-1b4c8b1d844a · outbound

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

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R Attentive merging of hidden embeddings from pre-trained speech model for anti- spoofing detection,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:27.170712Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be26a977-6e21-4710-a6af-49dfa09d147d · outbound

This paper cites Autoencoders.

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R Autoencoders

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:27.325123Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 690c84c5-0f36-4664-a575-df1c45b99165 · outbound

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

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R Asvspoof 2019: A large-scale public database of synthesized, converted and replayed speech,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:27.383814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11c5db8c-4cec-403a-b2a1-711698ab7c17 · outbound

This paper cites End-to-end anti-spoofing with rawnet2,.

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R End-to-end anti-spoofing with rawnet2,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:27.435866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d2627e8e-32d9-4201-9b34-e0f81bdcaa70 · outbound

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

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R Rawboost: A raw data boosting and augmentation method ap- plied to automatic speaker verification anti-spoofing,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:27.516883Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04b91278-7924-4940-842e-a029f3932e61 · outbound

This paper cites Speech is Silver, Silence is Golden: What do ASVspoof-trained Models Really Learn?.

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R Speech is Silver, Silence is Golden: What do ASVspoof-trained Models Really Learn?

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:27.603106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bef476e-aa43-4f30-83db-3bad8ccc952c · outbound

This paper cites An information-theoretic analysis of self-supervised discrete repre- sentations of speech,.

Layer-Wise Decision Fusion for Fake Audio Detection Using XLS-R An information-theoretic analysis of self-supervised discrete repre- sentations of speech,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T11:03:27.681630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation c75ba3a0-bec4-454c-a025-4e0a03f3a8ac · inbound