Paper Citation Record · LEDGER

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech

As of 8 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 0 inbound Pith citation observations for arXiv:2505.15136.

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

pith.paper-citation-record.v1
2505.15136 v1

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:26:29.104479Z

measured 30 of 30 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 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

30 of 30 outbound references displayed

verified exact0
verified fuzzy0
unresolved28
parse uncertain0
malformed identifier2
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 116d4676-3197-4295-af6f-93dfac49e9ab · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:26:32.234501Z

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 8e630db5-212d-4161-8e77-72c53c80e925 · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:26:32.049263Z

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 c444f05c-a230-4aff-9926-2a697b9ae07c · outbound

This paper cites Brewster.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Brewster

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:26.177186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55c9e6dc-4a5f-4958-8505-f38393937b57 · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 4

Resolution: malformed identifier; no resolver link, observed 2026-08-07T15:26:26.299011Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8cd3c73-7d73-41cd-abbe-863bd2e12657 · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:26:31.897974Z

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 8be75566-9bc1-47a1-b6dd-cbb34227e77c · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:26:31.727529Z

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 680c36d4-1fbd-4cda-be8d-1064489a75f2 · outbound

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

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech A Comparison of Differential Performance Metrics for the Evaluation of Automatic Speaker Verification Fairness

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:26.551450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc8fe562-54c7-4098-8d06-193761d375fb · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:26:31.592376Z

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 2d92bcef-2407-4877-8d45-09b6ea34696c · outbound

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

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Towards Attention-based Contrastive Learning for Audio Spoof Detection

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:26.832130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 214a1184-a19f-4e73-bb59-1cb97a6d994a · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:26:31.430123Z

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 df5f57de-8970-406c-a6de-a9511889b7b4 · outbound

This paper cites Ibrar, A.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Ibrar, A

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:27.102536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d72393a4-f3b7-42d2-8e63-b3d224316ff0 · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:26:31.256415Z

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 613888b4-702d-468a-b8a6-2eb679ab9f1d · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 13

Resolution: malformed identifier; no resolver link, observed 2026-08-07T15:26:27.339353Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b85835c-3cbb-4c82-b23c-87637e28e950 · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:27.459624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d59f91e-f6ea-4808-947b-4b239edab869 · outbound

This paper cites A Survey on Speech Deepfake Detection.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech A Survey on Speech Deepfake Detection

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:27.574679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 926d1710-5501-4d33-b02a-83993ec68971 · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:27.655684Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bcfb739-ef47-44ba-a82f-a8f0f23debfb · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:27.713898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78150d56-0576-4285-8aaf-80345ceed8c4 · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:27.956743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 03724686-fa45-4377-b203-b912005143da · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:26:31.025350Z

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 1fce72f4-d379-498b-a890-1b03a8a7b81a · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:26:30.830416Z

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 e3de7df9-546b-462f-9c08-bff13f6ff78c · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:26:30.645778Z

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 b48b14d4-0741-450d-89e7-2bfeb9869bc6 · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:26:30.441756Z

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 198b4778-bd78-48fa-a687-aa62b91a718a · outbound

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

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:28.408761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c544288-cfc6-4e63-886a-6d7e6179d320 · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:28.521975Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5817a9ba-d059-43c9-b742-03f983ed3452 · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:26:30.233775Z

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 befc4a67-15e6-419d-a13a-61151e776762 · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:28.678150Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 365c3ec1-a75b-4129-bcf8-48d18353d3b7 · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:26:30.063678Z

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 20124446-4109-448d-aa30-630a4c9fd109 · outbound

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

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Half-Truth: A Partially Fake Audio Detection Dataset

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:28.922117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 828b3a89-1472-434d-9b14-241bfc405561 · outbound

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

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T15:26:29.000572Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80ca092e-da23-44c2-847d-720f78904a4c · outbound

This paper cites an unresolved cited work.

Hybrid Audio Detection Using Fine-Tuned Audio Spectrogram Transformers: A Dataset-Driven Evaluation of Mixed AI-Human Speech Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:26:29.842520Z

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

No inbound Pith citation observations are available.