Paper Citation Record · LEDGER

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models

As of 23 August 2026, this Paper Citation Record lists 48 of 48 outbound references and 3 inbound Pith citation observations for arXiv:2509.02859.

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

pith.paper-citation-record.v1
2509.02859 v1

Coverage vector

measured 48 of 48 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:25:29.236010Z

measured 51 of 51 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:25:29.094084Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-25T03:15:17.036104Z

Reference resolution

48 of 48 outbound references displayed

verified exact3
verified fuzzy32
unresolved10
parse uncertain0
malformed identifier2
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ce3c110c-afaa-4b00-ad52-9201e275d25c · outbound

This paper cites Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T11:25:29.094084Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 059e24e2-5141-486c-94ce-e9610fedd3c8 · outbound

This paper cites Datasets Speech DF Arena in Phase I comprises 14 different widely rec- ognized and extensively used evaluation datasets that encom- pass common deepfake attacks.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Datasets Speech DF Arena in Phase I comprises 14 different widely rec- ognized and extensively used evaluation datasets that encom- pass common deepfake attacks

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.804892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7a18a00e-39e6-4829-ab20-46870fbea5b8 · outbound

This paper cites Experimental setup We use readily available pre-trained weights for the open-source models, as released in their original works.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Experimental setup We use readily available pre-trained weights for the open-source models, as released in their original works

Reference 3

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Observation bb500a02-4e03-4554-add9-49ec70de8b0b · outbound

This paper cites an unresolved cited work.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:25:29.787683Z

Source-reported events for the cited work

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Observation 32e36828-65a0-45d7-b66b-bfd6427d16f9 · outbound

This paper cites XLSR+SLS emerges as the most effective open-source system among all, achieving the lowest EER except the ASVspoof se- ries.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models XLSR+SLS emerges as the most effective open-source system among all, achieving the lowest EER except the ASVspoof se- ries

Reference 5

Resolution: malformed identifier; raw_fallback, observed 2026-08-05T11:25:29.779678Z

Source-reported events for the cited work

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Observation de270ddf-2e9a-4dbb-beac-be5c1fc7de14 · outbound

This paper cites To facilitate model comparison and selection, we introduced a publicly available leaderboard on Hugging- Face, making it accessible to everyone.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models To facilitate model comparison and selection, we introduced a publicly available leaderboard on Hugging- Face, making it accessible to everyone

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.771600Z

Source-reported events for the cited work

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Observation 707957c5-21bd-4148-86ef-921b2b0de5f9 · outbound

This paper cites 219726), and the Innosuisse flagship project Inclusive Information and Communication Technologies (IICT) (grant agreement no.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models 219726), and the Innosuisse flagship project Inclusive Information and Communication Technologies (IICT) (grant agreement no

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.763132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation da47824a-1952-498a-937c-9ff0fa131f91 · outbound

This paper cites Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Towards Controllable Speech Synthesis in the Era of Large Language Models: A Systematic Survey

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T11:25:29.118241Z

Source-reported events for the cited work

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Observation 9d504e4e-0a48-4df8-9403-218bb35b8580 · outbound

This paper cites Deepfakes detection techniques using deep learn- ing: A survey,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Deepfakes detection techniques using deep learn- ing: A survey,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.755027Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation bb42877f-23b2-493b-9ed0-d2a644d69623 · outbound

This paper cites Recent Advances in Speech Language Models: A Survey.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Recent Advances in Speech Language Models: A Survey

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T11:25:29.124574Z

Source-reported events for the cited work

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Observation 13d01ad1-edae-4519-bb7c-fbad3b9d9cc6 · outbound

This paper cites knn retrieval for simple and effective zero-shot multi-speaker text-to- speech,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models knn retrieval for simple and effective zero-shot multi-speaker text-to- speech,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.746733Z

Source-reported events for the cited work

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Observation a4e8f340-dbb9-43ef-8b10-7f3f7ffae10b · outbound

This paper cites How far are we from robust voice conversion: A survey,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models How far are we from robust voice conversion: A survey,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.738428Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c9b0fb45-5411-41d7-a1ac-df9d47933d2a · outbound

This paper cites An overview of voice conversion and its challenges: From statistical modeling to deep learning,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models An overview of voice conversion and its challenges: From statistical modeling to deep learning,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.730267Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 42bb5256-40c8-4e5a-87bc-be695fd875c4 · outbound

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

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Exploring generalization to unseen audio data for spoof- ing: Insights from ssl models,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.721118Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 13604842-ee8b-4f3d-abc0-2a78eb32070c · outbound

This paper cites Children’s V oice Privacy: First Steps and Emerging Challenges,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Children’s V oice Privacy: First Steps and Emerging Challenges,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.712763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9f5b69b5-2bef-461b-b8a1-320d8f51e9a3 · outbound

This paper cites Warning: Humans cannot reliably detect speech deepfakes,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Warning: Humans cannot reliably detect speech deepfakes,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.704060Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9a8189be-8dc9-4924-8386-3dea3fa3397d · outbound

This paper cites Audio deepfake detection: A survey,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Audio deepfake detection: A survey,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.695681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9a6ede90-9d07-43d1-b076-9c966a2698f8 · outbound

This paper cites Towards Robust Audio Deepfake Detection: A Evolving Benchmark for Continual Learning.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Towards Robust Audio Deepfake Detection: A Evolving Benchmark for Continual Learning

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-05T11:25:29.476047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 85a2fae6-7a62-46d7-879a-c5b33ac22329 · outbound

This paper cites Unveiling Audio Deepfake Origins: A Deep Metric learning And Conformer Network Approach With Ensemble Fusion,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Unveiling Audio Deepfake Origins: A Deep Metric learning And Conformer Network Approach With Ensemble Fusion,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.687533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1886c57e-454a-4518-973f-625ac552deea · outbound

This paper cites Asvspoof 2019: Future horizons in spoofed and fake audio detec- tion,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Asvspoof 2019: Future horizons in spoofed and fake audio detec- tion,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.678297Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f6ce4ce2-5fe6-4961-a943-dc8c38ed67c9 · outbound

This paper cites Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.669900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5d1b5af5-ebf4-4fde-869d-ec6d10016946 · outbound

This paper cites ASVspoof 5: Design, Collection and Validation of Resources for Spoofing, Deepfake, and Adversarial Attack Detection Using Crowdsourced Speech.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models ASVspoof 5: Design, Collection and Validation of Resources for Spoofing, Deepfake, and Adversarial Attack Detection Using Crowdsourced Speech

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T11:25:29.160508Z

Source-reported events for the cited work

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Observation 97ff6878-2a76-477d-b398-894542f10e2f · outbound

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

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Add 2022: The first audio deep synthesis detection challenge,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.661076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 3dea68c3-845b-4a80-826d-158b37fd983f · outbound

This paper cites End-to-end spectro-temporal graph attention networks for speaker verification anti-spoofing and speech deepfake detec- tion,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models End-to-end spectro-temporal graph attention networks for speaker verification anti-spoofing and speech deepfake detec- tion,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.652977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4b41bce1-fc2f-4be7-9864-1fae79494685 · outbound

This paper cites The asvspoof 2017 challenge: As- sessing the limits of replay spoofing attack detection,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models The asvspoof 2017 challenge: As- sessing the limits of replay spoofing attack detection,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.643963Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b539e83d-cbea-41e0-a3f8-d2f881532057 · outbound

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

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models ADD 2023: the Second Audio Deepfake Detection Challenge

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T11:25:29.172220Z

Source-reported events for the cited work

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Observation 86fadc39-45bd-42e6-baf5-6f52d2f354af · outbound

This paper cites VoiceWukong: Benchmarking Deepfake Voice Detection.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models VoiceWukong: Benchmarking Deepfake Voice Detection

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T11:25:29.175429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 241f1c49-56ae-45c2-b06f-96dc0d1448ad · outbound

This paper cites CtrSVDD: A Benchmark Dataset and Baseline Analysis for Controlled Singing Voice Deepfake Detection.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models CtrSVDD: A Benchmark Dataset and Baseline Analysis for Controlled Singing Voice Deepfake Detection

Reference 28

Resolution: verified exact; local_arxiv, observed 2026-08-05T11:25:29.439421Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 79169ab0-ed4c-4d69-95c3-69ab3261cafd · outbound

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

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Audio deepfake detection with self-supervised xls-r and sls classifier,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.634792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 06214fc7-ef21-4407-b472-0225e8ac5f2f · outbound

This paper cites Temporal-channel modeling in multi-head self-attention for synthetic speech detection,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Temporal-channel modeling in multi-head self-attention for synthetic speech detection,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.625497Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 181792c9-c749-4873-b5f0-064571414472 · outbound

This paper cites Xlsr-mamba: A dual-column bidirectional state space model for spoofing attack detection,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Xlsr-mamba: A dual-column bidirectional state space model for spoofing attack detection,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.617211Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 01efce7e-1107-414b-bc45-0a98112ae159 · outbound

This paper cites Im- proved deepfake detection using whisper features,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Im- proved deepfake detection using whisper features,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.608836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ddb26e75-2afb-4d6e-9dbc-e01dd442ff40 · outbound

This paper cites Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Automatic speaker verification spoofing and deepfake detection using wav2vec 2.0 and data augmentation

Reference 33

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Source-reported events for the cited work

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Observation 09ca3e06-7ac9-4efa-900c-eaa3bfb81739 · outbound

This paper cites Nes2net: A lightweight nested architecture for foundation model driven speech anti-spoofing,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Nes2net: A lightweight nested architecture for foundation model driven speech anti-spoofing,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T11:25:29.195995Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60133efc-1a4c-433e-a91f-a9aa3b070ab2 · outbound

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

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Aasist: Audio anti-spoofing using integrated spectro-temporal graph attention networks,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.600481Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ce9320fd-a323-474e-a5a5-247e65b6e72f · outbound

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

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models End-to-end anti-spoofing with rawnet2,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.591156Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 43c4622e-9d23-46b2-adf9-32a1713b58b0 · outbound

This paper cites Asvspoof 5: Crowdsourced data, deepfakes and adversarial attacks at scale,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Asvspoof 5: Crowdsourced data, deepfakes and adversarial attacks at scale,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.581848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e9211ed5-14a3-460a-9a03-17bc690ed8a6 · outbound

This paper cites The codecfake dataset and countermea- sures for the universally detection of deepfake audio,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models The codecfake dataset and countermea- sures for the universally detection of deepfake audio,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.572271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 097191b1-3d13-460e-b2e1-6799d962a781 · outbound

This paper cites Ai-synthesized voice detection using neural vocoder artifacts,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Ai-synthesized voice detection using neural vocoder artifacts,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.563406Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 2495f20f-ad40-4e7b-ae6d-7a78ebe51cd8 · outbound

This paper cites Where are we in audio deepfake detection? A systematic analysis over generative and detection models.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Where are we in audio deepfake detection? A systematic analysis over generative and detection models

Reference 40

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T11:25:29.287399Z

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Observation afe97766-3344-4082-bad5-ea39e0fe6ace · outbound

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

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models For: A dataset for synthetic speech detection,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.554086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b81e8a3d-6b31-4dbd-9181-a3b2a45e3395 · outbound

This paper cites Dfadd: The diffusion and flow- matching based audio deepfake dataset,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Dfadd: The diffusion and flow- matching based audio deepfake dataset,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.544785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 023b5627-8128-4f16-a556-193c62ff7cd7 · outbound

This paper cites Does audio deepfake detection generalize?.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models Does audio deepfake detection generalize?

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.535660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 30605a29-6810-4334-9d04-f9d61963a3f0 · outbound

This paper cites On Correlation Coefficients.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models On Correlation Coefficients

Reference 44

Resolution: verified exact; local_arxiv, observed 2026-08-05T11:25:29.274087Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 208bacc6-d2c0-4143-a8ae-e10551c3419e · outbound

This paper cites A review of feature selection methods based on mutual information,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models A review of feature selection methods based on mutual information,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.527065Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1d379bbc-bd72-4a85-89ff-7e2b82375ce0 · outbound

This paper cites A concordance correlation coefficient to evaluate reproducibility.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models A concordance correlation coefficient to evaluate reproducibility

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.518194Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7229545a-6079-426c-88b5-7818e3226b82 · outbound

This paper cites MUSAN: A Music, Speech, and Noise Corpus.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models MUSAN: A Music, Speech, and Noise Corpus

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-05T11:25:29.233012Z

Source-reported events for the cited work

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Observation 8995eee1-db75-4347-9aa9-249777ff9e60 · outbound

This paper cites A study on data augmentation of reverberant speech for robust speech recognition,.

Speech DF Arena: A Leaderboard for Speech DeepFake Detection Models A study on data augmentation of reverberant speech for robust speech recognition,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:25:29.509252Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Pith citing papers

Observation ce3c110c-afaa-4b00-ad52-9201e275d25c · inbound