Paper Citation Record · LEDGER

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis

As of 12 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2412.09032.

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

pith.paper-citation-record.v1
2412.09032 v3

Coverage vector

measured 43 of 43 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T17:24:22.463020Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

43 of 43 outbound references displayed

verified exact2
verified fuzzy27
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a6d995bb-b1f7-427a-9a27-5f807032cc6c · outbound

This paper cites Spoofing countermeasures for the protection of automatic speaker recognition systems against attacks with artificial signals.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Spoofing countermeasures for the protection of automatic speaker recognition systems against attacks with artificial signals

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:23.033528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 92220004-9ea6-48da-83b1-897812b038be · outbound

This paper cites Deep Residual Neural Networks for Audio Spoofing Detection.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Deep Residual Neural Networks for Audio Spoofing Detection

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-11T17:24:22.752022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7a288da7-442b-4e0b-9d43-f38b0707a1c7 · outbound

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

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis wav2vec 2.0: A framework for self-supervised learning of speech representations

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:23.024042Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 08bb22c2-d929-4f43-85da-2a8cb6e023b4 · outbound

This paper cites Waveform boundary detection for partially spoofed audio.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Waveform boundary detection for partially spoofed audio

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:23.014011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 31ad5b6f-cd86-46a4-9bd3-685ed3011d42 · outbound

This paper cites The DKU-DUKEECE System for the Manipulation Region Location Task of ADD 2023.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis The DKU-DUKEECE System for the Manipulation Region Location Task of ADD 2023

Reference 5

Resolution: verified exact; local_arxiv, observed 2026-08-11T17:24:22.737955Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e83486a8-5db2-4d13-94de-cc3036e57305 · outbound

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

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Wavlm: Large-scale self-supervised pre-training for full stack speech processing

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:23.004306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation dce39ae0-8621-465d-a8b5-71cad0019bd0 · outbound

This paper cites WaveFake: A Data Set to Facilitate Audio Deepfake Detection.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis WaveFake: A Data Set to Facilitate Audio Deepfake Detection

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-11T17:24:22.342603Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f949aa9-723a-46e2-b233-7c94fbf6cddc · outbound

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

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Aasist: Audio anti-spoofing using integrated spectro-temporal graph attention networks

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.994462Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 677ef5ad-e3f5-4987-88df-068476287c2d · outbound

This paper cites SASV 2022: The First Spoofing-Aware Speaker Verification Challenge.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis SASV 2022: The First Spoofing-Aware Speaker Verification Challenge

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-11T17:24:22.348820Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d921a96-c5b4-44d5-a66f-04cc061a0835 · outbound

This paper cites Application of the electrical network frequency (enf) criterion: A case of a digital recording.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Application of the electrical network frequency (enf) criterion: A case of a digital recording

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.984089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 2bc74128-ca60-4c2a-a669-98d15a4dae93 · outbound

This paper cites Conditional variational autoencoder with adversarial learning for end-to-end text-to-speech.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Conditional variational autoencoder with adversarial learning for end-to-end text-to-speech

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.973032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 856bb995-a342-4b06-b09d-253d83f6e8f3 · outbound

This paper cites STC Antispoofing Systems for the ASVspoof2019 Challenge.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis STC Antispoofing Systems for the ASVspoof2019 Challenge

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-11T17:24:22.359356Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4501229f-e201-4ef7-a9ce-834c6dceb045 · outbound

This paper cites Multi-grained backend fusion for manipulation region location of partially fake audio.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Multi-grained backend fusion for manipulation region location of partially fake audio

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.962699Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 267c147b-945d-44a8-a90b-86b30e79abda · outbound

This paper cites Convolutional recurrent neural network and multitask learning for manipulation region location.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Convolutional recurrent neural network and multitask learning for manipulation region location

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.952333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c09540c1-c756-42f6-b11b-ba6f089954f1 · outbound

This paper cites Single shot temporal action detection.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Single shot temporal action detection

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.942184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7247ca58-a1c8-44e2-be46-9b9501f0b73a · outbound

This paper cites Gaussian temporal awareness networks for action localization.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Gaussian temporal awareness networks for action localization

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.931342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d24612d3-acd4-4bd7-83f7-68b620742567 · outbound

This paper cites Decoupled Weight Decay Regularization.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Decoupled Weight Decay Regularization

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-11T17:24:22.375953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1cbe032-a287-4ec8-a2b6-a2d1015016d0 · outbound

This paper cites Detecting unknown speech spoofing algorithms with nearest neighbors.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Detecting unknown speech spoofing algorithms with nearest neighbors

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.921089Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e20c3cdc-5e1b-4ae5-9e0b-456deb337285 · outbound

This paper cites Audio forensics from acoustic reverberation.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Audio forensics from acoustic reverberation

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.910773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 13f0be65-d638-4c33-94d0-8f0810e463d0 · outbound

This paper cites u ller, Pavel Czempin, Franziska Dieckmann, Adam Froghyar, and Konstantin B \.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis u ller, Pavel Czempin, Franziska Dieckmann, Adam Froghyar, and Konstantin B \

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-11T17:24:22.386003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5aa73031-419c-4f51-a949-4ed69ad28f61 · outbound

This paper cites WaveNet: A Generative Model for Raw Audio.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis WaveNet: A Generative Model for Raw Audio

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-11T17:24:22.390076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 41c68639-8e85-4c88-bc94-6f09ffb21ac3 · outbound

This paper cites From speaker verification to deepfake algorithm recognition: Our learned lessons from add2023 track3.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis From speaker verification to deepfake algorithm recognition: Our learned lessons from add2023 track3

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.900673Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 740178de-963f-4ca1-98ba-c95160220cfb · outbound

This paper cites For: A dataset for synthetic speech detection.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis For: A dataset for synthetic speech detection

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.890518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f75e8faa-f601-473f-8026-326773a02e24 · outbound

This paper cites Transformer language models with lstm-based cross-utterance information representation.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Transformer language models with lstm-based cross-utterance information representation

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.880964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 27138424-c667-4405-9640-5dbb183d9485 · outbound

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

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis End-to-end anti-spoofing with rawnet2

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.872344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9d878dfa-ad6f-43da-80d1-fc138e4b9fa6 · outbound

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

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis ASVspoof 2019: Future Horizons in Spoofed and Fake Audio Detection

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T17:24:22.406661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation daccce08-0b4f-4ed6-a69e-e5415a030458 · outbound

This paper cites Spoofing detection with dnn and one-class svm for the asvspoof 2015 challenge.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Spoofing detection with dnn and one-class svm for the asvspoof 2015 challenge

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.863626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 331c1ca5-b8d4-42fb-ad89-26a8d430e5ce · outbound

This paper cites Tacotron: Towards End-to-End Speech Synthesis.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Tacotron: Towards End-to-End Speech Synthesis

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T17:24:22.413789Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 212d1436-3813-46ea-a630-f0df7501a24a · outbound

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

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Asvspoof 2019: A large-scale public database of synthesized, converted and replayed speech

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.853933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5737d445-a07f-4063-aad8-0685b67b7d25 · outbound

This paper cites Sas: A speaker verification spoofing database containing diverse attacks.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Sas: A speaker verification spoofing database containing diverse attacks

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.844231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 9b7f3e3f-949f-460d-ad38-484526177200 · outbound

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

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis ASVspoof 2021: accelerating progress in spoofed and deepfake speech detection

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-11T17:24:22.422384Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17e9d558-3eaf-4e88-aa08-268e5bab0937 · outbound

This paper cites Detecting digital audio forgeries by checking frame offsets.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Detecting digital audio forgeries by checking frame offsets

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.834575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 37b3cb0b-11fb-4a5b-84d9-0cfa8241ef42 · outbound

This paper cites Revisiting anchor mechanisms for temporal action localization.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Revisiting anchor mechanisms for temporal action localization

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.824048Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation aa365929-7583-4da4-924a-e36fdb2f6d70 · outbound

This paper cites SUPERB: Speech processing Universal PERformance Benchmark.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis SUPERB: Speech processing Universal PERformance Benchmark

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-11T17:24:22.432903Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50f5ed7f-5e8a-4f4c-97f9-3ca5a97327a4 · outbound

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

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Half-Truth: A Partially Fake Audio Detection Dataset

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-11T17:24:22.436246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88ff7d46-976a-4e83-a7f5-e85b33a16063 · outbound

This paper cites Add 2022: the first audio deep synthesis detection challenge.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Add 2022: the first audio deep synthesis detection challenge

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.813565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 3447e132-51ed-41fe-b91f-ecad92a411c6 · outbound

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

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T17:24:22.443432Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8c50d3d-fff2-422c-8966-831579f935fe · outbound

This paper cites Searching multi-rate and multi-modal temporal enhanced networks for gesture recognition.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Searching multi-rate and multi-modal temporal enhanced networks for gesture recognition

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.802122Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 10cbb280-92ae-4260-bb76-48d67327323f · outbound

This paper cites Deepfake algorithm recognition system with augmented data for add 2023 challenge.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Deepfake algorithm recognition system with augmented data for add 2023 challenge

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.791485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation e5990417-5834-4d9e-b2d3-208104f4caa0 · outbound

This paper cites An Initial Investigation for Detecting Partially Spoofed Audio.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis An Initial Investigation for Detecting Partially Spoofed Audio

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-11T17:24:22.453002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0925d8e0-471d-4749-adcc-24a698e22423 · outbound

This paper cites Actionformer: Localizing moments of actions with transformers.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Actionformer: Localizing moments of actions with transformers

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.780612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 395b5225-5a54-4eeb-a774-e2630a09bd58 · outbound

This paper cites Audio recording location identification using acoustic environment signature.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis Audio recording location identification using acoustic environment signature

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T17:24:22.769870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 87e07a23-9dc4-44ff-83e3-10c1c2de7943 · outbound

This paper cites write newline.

Speech-Forensics: Towards Comprehensive Synthetic Speech Dataset Establishment and Analysis write newline

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T17:24:22.463020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.