Paper Citation Record · LEDGER

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study

As of 14 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 0 inbound Pith citation observations for arXiv:2412.01040.

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

pith.paper-citation-record.v1
2412.01040 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:49:17.929316Z

measured 31 of 31 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+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

31 of 31 outbound references displayed

verified exact0
verified fuzzy27
unresolved4
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8aa4ebc1-3688-4efb-b517-fe3449067cc7 · outbound

This paper cites ASVspoof 2019: Spoofing Countermeasures for the Detection of Synthesized, Converted and Replayed Speech,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study ASVspoof 2019: Spoofing Countermeasures for the Detection of Synthesized, Converted and Replayed Speech,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.334414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 69f2c9a0-9690-4ef0-8967-379f5a4e645b · outbound

This paper cites HABLA: A Dataset of Latin American Spanish Accents for V oice Anti-spoofing,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study HABLA: A Dataset of Latin American Spanish Accents for V oice Anti-spoofing,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.319685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b47b9561-dc68-4c92-a4b2-5167a36cc3b8 · outbound

This paper cites ADD 2022: the first Audio Deep Synthesis Detection Challenge,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study ADD 2022: the first Audio Deep Synthesis Detection Challenge,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.307817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 54621b79-2dbd-4683-9536-592a22395396 · outbound

This paper cites ASVspoof 2015: the first automatic speaker verification spoofing and countermeasures challenge,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study ASVspoof 2015: the first automatic speaker verification spoofing and countermeasures challenge,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.295544Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9204967d-cf9b-4c0f-b9bd-05ff1ec2f55f · outbound

This paper cites ASVspoof 5: Crowdsourced data, deep- fakes and adversarial attacks at scale,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study ASVspoof 5: Crowdsourced data, deep- fakes and adversarial attacks at scale,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.282086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 959cf2d3-4788-4305-b106-384a16e4fc97 · outbound

This paper cites Audio Anti- Spoofing Detection: A Survey,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study Audio Anti- Spoofing Detection: A Survey,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.269748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 936260ca-0468-49a8-a5b2-00f3e9df8783 · outbound

This paper cites A compar- ison of features for synthetic speech detection,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study A compar- ison of features for synthetic speech detection,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.258721Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 1e7b6eee-f84b-4e02-b71c-4076cfe982f9 · outbound

This paper cites The ASVspoof 2017 Challenge: Assessing the Limits of Replay Spoofing Attack Detection,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study The ASVspoof 2017 Challenge: Assessing the Limits of Replay Spoofing Attack Detection,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.247683Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e6457a82-df5f-482d-998f-2143aad6e2c5 · outbound

This paper cites ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T04:49:17.851139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50cbfc94-384e-4a9a-bc39-b3ca5bb53f77 · outbound

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

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study ASVspoof 2019: A large-scale public database of synthesized, converted and replayed speech,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.235675Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 93e4c0b8-51fc-40c2-8703-739742225ec3 · outbound

This paper cites speechocean762: An Open-Source Non-native English Speech Corpus For Pronunciation Assessment.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study speechocean762: An Open-Source Non-native English Speech Corpus For Pronunciation Assessment

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-12T04:49:17.857758Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16cb7347-987b-40c5-b80b-11010ace8fb0 · outbound

This paper cites The ISLE corpus of non- native spoken English,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study The ISLE corpus of non- native spoken English,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.223948Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f184a830-9932-4bb3-9656-ec96475d09ce · outbound

This paper cites Mls: A large-scale multilingual dataset for speech research,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study Mls: A large-scale multilingual dataset for speech research,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.212831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 86da130a-f7c3-4664-95b0-e27bbe2db169 · outbound

This paper cites SpeechT5: Unified- Modal Encoder-Decoder Pre-Training for Spoken Lan- guage Processing,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study SpeechT5: Unified- Modal Encoder-Decoder Pre-Training for Spoken Lan- guage Processing,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.203205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0a833106-5bdd-4d02-a3f3-6c534d9c2820 · outbound

This paper cites Exploring the limits of transfer learning with a unified text-to- text transformer,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study Exploring the limits of transfer learning with a unified text-to- text transformer,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.191950Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8dc97947-df8a-4c4e-a405-6393446dcf3e · outbound

This paper cites X-vectors: Robust DNN embeddings for speaker recognition,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study X-vectors: Robust DNN embeddings for speaker recognition,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.179630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation db752bec-0191-4daf-9ee9-ede1106d2d1b · outbound

This paper cites The CMU Arctic speech databases,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study The CMU Arctic speech databases,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.168593Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a154fcf2-e589-4372-9948-53b8060e8a29 · outbound

This paper cites Yamagishi, C.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study Yamagishi, C

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.157802Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation fbb9c269-a834-4061-b3ff-23a8fb716cc1 · outbound

This paper cites FreeVC: Towards High- Quality Text-Free One-Shot V oice Conversion,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study FreeVC: Towards High- Quality Text-Free One-Shot V oice Conversion,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.146537Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation f2402507-86e3-4675-b5dc-8f0ba310a012 · outbound

This paper cites Conditional variational au- toencoder with adversarial learning for end-to-end text- to-speech,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study Conditional variational au- toencoder with adversarial learning for end-to-end text- to-speech,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.134731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 01ffe1cf-20e8-4d5d-8333-23655f899df1 · outbound

This paper cites WavLM: Large- Scale Self-Supervised Pre-Training for Full Stack Speech Processing,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study WavLM: Large- Scale Self-Supervised Pre-Training for Full Stack Speech Processing,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.123220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 697cb690-a9a2-4a57-a352-e2a4eba965a3 · outbound

This paper cites WORLD: A vocoder-based high-quality speech synthesis system for real-time applications,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study WORLD: A vocoder-based high-quality speech synthesis system for real-time applications,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.111880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c5626e3a-3d2f-4866-8f54-01085e9fffbd · outbound

This paper cites Cheaptrick, a spectral envelope estimator for high-quality speech synthesis,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study Cheaptrick, a spectral envelope estimator for high-quality speech synthesis,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.099749Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation bd975edb-331e-4787-abec-13242f805d8a · outbound

This paper cites Comparison of parametric representations for monosyllabic word recognition in continuously spoken sentences,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study Comparison of parametric representations for monosyllabic word recognition in continuously spoken sentences,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.086634Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 5343cda0-4c88-4130-964f-35d94b12b114 · outbound

This paper cites A one-class classification approach to generalised speaker verifica- tion spoofing countermeasures using local binary pat- terns,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study A one-class classification approach to generalised speaker verifica- tion spoofing countermeasures using local binary pat- terns,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.072108Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d985c560-71ec-42e2-b074-9d75c44ef042 · outbound

This paper cites An Explainability Study of the Constant Q Cepstral Coefficient Spoofing Countermeasure for Automatic Speaker Verification,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study An Explainability Study of the Constant Q Cepstral Coefficient Spoofing Countermeasure for Automatic Speaker Verification,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.059308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation dcec1116-9a62-4fd0-9c94-5b08904ba351 · outbound

This paper cites CatBoost: unbiased boosting with categorical features,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study CatBoost: unbiased boosting with categorical features,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.047353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation deffdade-29bc-4c9c-a2d3-70459b881fc1 · outbound

This paper cites XGBoost: A Scalable Tree Boosting System,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study XGBoost: A Scalable Tree Boosting System,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.034143Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation b0bd4f47-af67-43cc-b121-6fc986bc7961 · outbound

This paper cites CatBoost: gradient boosting with categorical features support.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study CatBoost: gradient boosting with categorical features support

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-12T04:49:17.922206Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60a57bb7-4467-4eab-bf55-56bd3144ad6f · outbound

This paper cites Scikit- learn: Machine learning in Python,.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study Scikit- learn: Machine learning in Python,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:49:18.019635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c9aff5d4-2a6c-4b78-b6cd-cc58cfd25569 · outbound

This paper cites Voice Spoofing Countermeasures: Taxonomy, State-of-the-art, experimental analysis of generalizability, open challenges, and the way forward.

Detecting Spoof Voices in Asian Non-Native Speech: An Indonesian and Thai Case Study Voice Spoofing Countermeasures: Taxonomy, State-of-the-art, experimental analysis of generalizability, open challenges, and the way forward

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T04:49:17.929316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.