Paper Citation Record · LEDGER

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection

As of 21 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 0 inbound Pith citation observations for arXiv:2509.07323.

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

pith.paper-citation-record.v1
2509.07323 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T22:29:40.101682Z

measured 36 of 36 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

36 of 36 outbound references displayed

verified exact5
verified fuzzy3
unresolved26
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4b18e786-3e4a-42d0-b768-177a15de0aa9 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:29:43.938848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 021cfc7f-660c-40e4-99a4-dece3915eb48 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:29:43.808040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d84d31df-7f57-4446-8576-47f2b14c1a13 · outbound

This paper cites Brewster.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Brewster

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T22:29:43.666695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 952f289f-85be-462d-bcda-b448a7e1fa15 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 4

Resolution: malformed identifier; no resolver link, observed 2026-08-04T22:29:37.663011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e068ad7f-1863-4e01-b610-6f873f87d14b · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:29:43.537552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 72a3f198-8285-4ccc-9093-c65ce78ef748 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:29:43.395161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0e3b0b9c-7867-4ca9-b9f0-e2a6177c33a4 · outbound

This paper cites A Comparison of Differential Performance Metrics for the Evaluation of Automatic Speaker Verification Fairness.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection A Comparison of Differential Performance Metrics for the Evaluation of Automatic Speaker Verification Fairness

Reference 7

Resolution: verified exact; local_arxiv, observed 2026-08-04T22:29:41.189699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d45581d0-259e-4912-9f46-764d5a3d1c6d · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:29:43.295472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fb64f7f1-b8db-4495-9d8d-a8fea2bcdd51 · outbound

This paper cites Towards Attention-based Contrastive Learning for Audio Spoof Detection.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Towards Attention-based Contrastive Learning for Audio Spoof Detection

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-08-04T22:29:41.076542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6f8c27b2-6730-43f7-8644-47f33de11f90 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:29:43.151720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3b843dee-ceb9-44c6-8b40-6a99378f347f · outbound

This paper cites Ibrar, A.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Ibrar, A

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-08-04T22:29:40.955077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1bb8c073-1247-4cf8-b715-43f00e22c068 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:29:42.962902Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 47012983-6c6c-4df2-9161-73568bb3c92d · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 13

Resolution: malformed identifier; arxiv_id, observed 2026-08-04T22:29:40.779396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 00c0477d-ddc3-4570-b27b-71bcb6049349 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-04T22:29:38.286762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74f26cdd-7796-442b-b119-fcb0fa4a4262 · outbound

This paper cites A Survey on Speech Deepfake Detection.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection A Survey on Speech Deepfake Detection

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T22:29:38.355628Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9a480600-3b56-44e1-9b83-9322bea60902 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-08-04T22:29:40.533728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 65d76cf7-a99c-46ac-bf34-36b8856cdf17 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:29:42.806888Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0a372fd2-26f4-44db-be0a-36ae82a146ad · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:29:42.623866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0b13a4a1-18e7-4043-9819-18673b23cd1a · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:29:42.438879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d9936218-edf4-4463-94e1-30abde2d5d8f · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:29:42.324358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a4476f4c-47c7-4992-a072-238c3b9a7bcb · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:29:42.209699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c103dd9d-783a-42a3-824a-a92c173400e0 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:29:42.088984Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 698a773b-79ff-48bc-a372-a5bc76adbba3 · outbound

This paper cites ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-04T22:29:39.026841Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9cae0e8f-1204-401d-98b4-92c62dea40ce · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-08-04T22:29:40.349434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 49086482-76ba-4fcd-ac70-57c0edfffd17 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:29:41.996271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0bd5cac4-d03b-4d46-94d8-22f269932efc · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:29:41.835153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 62db6ed7-1be0-4126-bdec-b917c55c86f6 · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:29:41.693287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation eaac901b-be9a-44c9-8945-682c2ee1fa9f · outbound

This paper cites Half-Truth: A Partially Fake Audio Detection Dataset.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Half-Truth: A Partially Fake Audio Detection Dataset

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-04T22:29:39.387624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e3f5e97-eb3a-49f0-a413-c7fd8eecec26 · outbound

This paper cites ADD 2023: the Second Audio Deepfake Detection Challenge.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-04T22:29:39.528111Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 016cc707-2a5a-4e60-a650-9981f29315af · outbound

This paper cites an unresolved cited work.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-04T22:29:41.542436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 8b1d83f8-a6c7-46fc-943d-fcfc3fc7b264 · outbound

This paper cites Vision Transformer: Vit and its Derivatives.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Vision Transformer: Vit and its Derivatives

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-04T22:29:39.711330Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d39a730-a41e-4074-b776-42ec497541f5 · outbound

This paper cites Decoupled Weight Decay Regularization.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection Decoupled Weight Decay Regularization

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T22:29:39.774848Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 85b8f27c-a70f-45bc-b508-484bb9762cc4 · outbound

This paper cites SGDR: Stochastic Gradient Descent with Warm Restarts.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection SGDR: Stochastic Gradient Descent with Warm Restarts

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-04T22:29:39.875863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 351dbdb7-4027-4e2e-b6dc-0bc2c4fb3191 · outbound

This paper cites wav2vec 2.0: A framework for self-supervised learning of speech representations,.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection wav2vec 2.0: A framework for self-supervised learning of speech representations,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T22:29:41.428945Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 01077c97-e1a2-45dd-b4aa-ba25a246a6c8 · outbound

This paper cites DeiT III: Revenge of the ViT,.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection DeiT III: Revenge of the ViT,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-04T22:29:40.017286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f75462c-2c82-4ddc-99db-9df079aad9a1 · outbound

This paper cites HuBERT: Self-supervised speech representation learning by masked prediction of hidden units,.

When Fine-Tuning is Not Enough: Lessons from HSAD on Hybrid and Adversarial Audio Spoof Detection HuBERT: Self-supervised speech representation learning by masked prediction of hidden units,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-04T22:29:41.311338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.