Paper Citation Record · LEDGER

Generalizable Audio Spoofing Detection using Non-Semantic Representations

As of 11 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 2 inbound Pith citation observations for arXiv:2509.00186.

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

pith.paper-citation-record.v1
2509.00186 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T13:55:19.657537Z

measured 43 of 43 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T11:50:21.120714Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-05T13:55:20.441277Z

Reference resolution

41 of 41 outbound references displayed

verified exact3
verified fuzzy25
unresolved11
parse uncertain0
malformed identifier1
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 69896137-6f92-4866-b7d0-4dd1e8145067 · outbound

This paper cites In the Wild.

Generalizable Audio Spoofing Detection using Non-Semantic Representations In the Wild

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:25.733276Z

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 24dc9567-986e-41ab-98fc-8fe2e3c9c445 · outbound

This paper cites Initially, the input audio waveform is chunked into frames and each chunk is processed through TRILL or TRILLs- son models to extract audio representations.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Initially, the input audio waveform is chunked into frames and each chunk is processed through TRILL or TRILLs- son models to extract audio representations

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:25.555041Z

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 12dc41d1-7d25-4fa1-b5e9-de1987b5012c · outbound

This paper cites Datasets W e conducted extensive experiments using four distinct English datasets.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Datasets W e conducted extensive experiments using four distinct English datasets

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:25.351331Z

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 dbacd509-8b14-47f6-9841-fdaa09f9df58 · outbound

This paper cites The results are presented in T able 1.

Generalizable Audio Spoofing Detection using Non-Semantic Representations The results are presented in T able 1

Reference 4

Resolution: malformed identifier; raw_fallback, observed 2026-08-05T13:55:25.138367Z

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 52c2db8e-d509-40f9-ab54-82d430059eeb · outbound

This paper cites W e perform extensive experiments to find the most suitable TRILLsson model and optimal chunking duration to balance the local and global temporal features.

Generalizable Audio Spoofing Detection using Non-Semantic Representations W e perform extensive experiments to find the most suitable TRILLsson model and optimal chunking duration to balance the local and global temporal features

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:24.776420Z

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 e1217572-2282-4a80-82cf-c252e5ab2875 · outbound

This paper cites an unresolved cited work.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-05T13:55:24.609030Z

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 03d5bfdc-5248-4e35-975c-9eecea3681c7 · outbound

This paper cites Relative phase information for detecting human speech and spoofed speech.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Relative phase information for detecting human speech and spoofed speech

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:23.684648Z

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 539820be-08c3-4cfc-9e72-11de312d9131 · outbound

This paper cites Generalizable Audio Spoofing Detection using Non-Semantic Representations.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Generalizable Audio Spoofing Detection using Non-Semantic Representations

Reference 8

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T13:55:20.496504Z

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 ad9bf454-b274-4279-9ca1-b4ca27ac1e9c · outbound

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

Generalizable Audio Spoofing Detection using Non-Semantic Representations ASVspoof 2019: A large-scale public database of synthesized, converted and replayed speech,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:24.436508Z

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 1c65d7c4-6307-432c-a9a0-aeb6b434c17a · outbound

This paper cites Does audio deepfake detection generalize?.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Does audio deepfake detection generalize?

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T13:55:17.049614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e061d810-75a2-480f-a57a-cdce569056ac · outbound

This paper cites Resnet and model fusion for automatic spoofing detection.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Resnet and model fusion for automatic spoofing detection

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:24.232885Z

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 67640e66-052f-4740-8443-76367753ba39 · outbound

This paper cites Replay and synthetic speech detection with res2net architecture,.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Replay and synthetic speech detection with res2net architecture,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:24.033733Z

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 7c1632a8-6075-4c16-a8aa-95ffd633ceb5 · outbound

This paper cites Fake speech detection using residual network with transformer encoder,.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Fake speech detection using residual network with transformer encoder,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:23.848346Z

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 bfffb3f5-1a15-40f7-8490-85f8460c9173 · outbound

This paper cites Audio Deepfake Detection: A Survey.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Audio Deepfake Detection: A Survey

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T13:55:17.373586Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78f7892f-3096-407b-a526-7d0f98aa1e50 · outbound

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

Generalizable Audio Spoofing Detection using Non-Semantic Representations AASIST: Audio anti-spoofing using integrated spectro-temporal graph attention networks,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:22.327457Z

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 acb983c4-7bea-41d7-914e-729dabfc3ecf · outbound

This paper cites Ur channel-robust synthetic speech detection system for asvspoof 2021,.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Ur channel-robust synthetic speech detection system for asvspoof 2021,

Reference 16

Resolution: verified exact; raw_fallback, observed 2026-08-05T13:55:20.240050Z

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 82df6cba-b3bb-4d3f-98a8-af410fd48480 · outbound

This paper cites A comparison of features for synthetic speech detection,.

Generalizable Audio Spoofing Detection using Non-Semantic Representations A comparison of features for synthetic speech detection,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:23.510119Z

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 9b35c735-b1f7-4ede-af1e-003e90059020 · outbound

This paper cites T owards end-to-end synthetic speech detection,.

Generalizable Audio Spoofing Detection using Non-Semantic Representations T owards end-to-end synthetic speech detection,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:23.181296Z

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 9bb41311-c237-4418-a328-f622d693e473 · outbound

This paper cites Multi-task learning improves synthetic speech detection,.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Multi-task learning improves synthetic speech detection,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:22.906864Z

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 0cf6da84-779d-4589-8cf6-a1376b3101e1 · outbound

This paper cites End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake Detection.

Generalizable Audio Spoofing Detection using Non-Semantic Representations End-to-End Spectro-Temporal Graph Attention Networks for Speaker Verification Anti-Spoofing and Speech Deepfake Detection

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T13:55:17.884576Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2870a2f9-4a44-4396-9947-e5fb20705d84 · outbound

This paper cites Speaker recognition from raw waveform with sincnet,.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Speaker recognition from raw waveform with sincnet,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T13:55:17.966404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1430422c-6d30-4013-8b77-0a4f5d16045b · outbound

This paper cites Advanced rawnet2 with attention- based channel masking for synthetic speech detection,.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Advanced rawnet2 with attention- based channel masking for synthetic speech detection,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:22.606028Z

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 0944ebae-b4b0-447c-9692-79e4e917056f · outbound

This paper cites Towards Learning a Universal Non-Semantic Representation of Speech.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Towards Learning a Universal Non-Semantic Representation of Speech

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T13:55:18.816682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63d176cf-b1fb-445c-a424-4952d9f97d72 · outbound

This paper cites A robust audio deepfake detection system via multi-view feature,.

Generalizable Audio Spoofing Detection using Non-Semantic Representations A robust audio deepfake detection system via multi-view feature,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:22.052308Z

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 b1e5f998-c1c8-4785-91e5-dd8b66b957c6 · outbound

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

Generalizable Audio Spoofing Detection using Non-Semantic Representations XLS-R: Self-supervised Cross-lingual Speech Representation Learning at Scale

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T13:55:18.277810Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 624e3ae5-2f4a-48f8-923b-1d257798571b · outbound

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

Generalizable Audio Spoofing Detection using Non-Semantic Representations W avLM: Large-scale self-supervised pre-training for full stack speech processing,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:21.827909Z

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 a4f6b350-65ae-4041-86d2-51f59f3be15c · outbound

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

Generalizable Audio Spoofing Detection using Non-Semantic Representations Hubert: Self-supervised speech representation learning by masked prediction of hidden units,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:21.602155Z

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 c79c5911-4407-4dbc-958a-1adc6118ac81 · outbound

This paper cites Exploring generalization to unseen audio data for spoof- ing: Insights from ssl models,.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Exploring generalization to unseen audio data for spoof- ing: Insights from ssl models,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:21.326332Z

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 99ef9ae6-dc3b-4e3b-8422-a1ff46782b01 · outbound

This paper cites ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification.

Generalizable Audio Spoofing Detection using Non-Semantic Representations ECAPA-TDNN: Emphasized Channel Attention, Propagation and Aggregation in TDNN Based Speaker Verification

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T13:55:18.642650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e25cfc55-f110-4080-aefb-f4ff357bbc0a · outbound

This paper cites MLAAD: The Multi-Language Audio Anti-Spoofing Dataset.

Generalizable Audio Spoofing Detection using Non-Semantic Representations MLAAD: The Multi-Language Audio Anti-Spoofing Dataset

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T13:55:18.739632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c57f54a-865a-4372-b2bd-7ea874dddeec · outbound

This paper cites Audio deepfake detection with self-supervised xls-r and sls classifier,.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Audio deepfake detection with self-supervised xls-r and sls classifier,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:20.719919Z

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 cf2c4358-cce5-4475-836e-1ce2b613bb92 · outbound

This paper cites This gives us insight that features extracted over a duration of average syllable length are more beneficial for spoofing detection tasks.

Generalizable Audio Spoofing Detection using Non-Semantic Representations This gives us insight that features extracted over a duration of average syllable length are more beneficial for spoofing detection tasks

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:24.939678Z

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 572231c0-dbee-430e-8b47-9a111b99a5f7 · outbound

This paper cites TRILLsson: Distilled Universal Paralinguistic Speech Representations.

Generalizable Audio Spoofing Detection using Non-Semantic Representations TRILLsson: Distilled Universal Paralinguistic Speech Representations

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-08-05T13:55:19.972447Z

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 fc7f36cd-3d29-4d44-ab0b-1efb3dab4bcb · outbound

This paper cites Self- normalizing neural networks,.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Self- normalizing neural networks,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:21.146141Z

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 c6e03aa8-a717-4527-a7f9-b45650198a11 · outbound

This paper cites CSTR VCTK Corpus: English multi-speaker corpus for CSTR voice cloning toolkit (version 0.92),.

Generalizable Audio Spoofing Detection using Non-Semantic Representations CSTR VCTK Corpus: English multi-speaker corpus for CSTR voice cloning toolkit (version 0.92),

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:21.034346Z

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 bf1a2af7-3b66-4177-aa54-39c323f20fd6 · outbound

This paper cites ASVspoof 2021: T owards spoofed and deepfake speech detection in the wild,.

Generalizable Audio Spoofing Detection using Non-Semantic Representations ASVspoof 2021: T owards spoofed and deepfake speech detection in the wild,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:20.963937Z

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 d88ac0a8-0e34-4277-8ab3-641c88959888 · outbound

This paper cites Investigating self-supervised front ends for speech spoofing countermeasures.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Investigating self-supervised front ends for speech spoofing countermeasures

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T13:55:19.205724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f3ef205-f176-42e6-bb65-116e874b1ad4 · outbound

This paper cites Lever- aging positional-related local-global dependency for synthetic speech detection,.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Lever- aging positional-related local-global dependency for synthetic speech detection,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:20.848923Z

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 4f7c1ed3-d8e2-491a-bf7a-1384124f87e6 · outbound

This paper cites DF40: Toward Next-Generation Deepfake Detection.

Generalizable Audio Spoofing Detection using Non-Semantic Representations DF40: Toward Next-Generation Deepfake Detection

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T13:55:19.374122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7a2a2976-620d-49fe-b59d-102ed3645829 · outbound

This paper cites SpeechFormer: A Hierarchical Efficient Framework Incorporating the Characteristics of Speech.

Generalizable Audio Spoofing Detection using Non-Semantic Representations SpeechFormer: A Hierarchical Efficient Framework Incorporating the Characteristics of Speech

Reference 40

Resolution: verified exact; local_arxiv, observed 2026-08-05T13:55:19.811280Z

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 451cc3be-3a1c-4e1d-ad45-49537757995c · outbound

This paper cites Syllable-level duration determination.

Generalizable Audio Spoofing Detection using Non-Semantic Representations Syllable-level duration determination

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T13:55:20.611212Z

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

Observation 539820be-08c3-4cfc-9e72-11de312d9131 · inbound