Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-06-30T22:53:18.321056Z
Paper Citation Record · LEDGER
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations
As of 5 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 2 inbound Pith citation observations for arXiv:2605.09568.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T01:12:30.650313Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
38 of 38 outbound references displayed
- verified exact10
- verified fuzzy23
- unresolved1
- parse uncertain0
- malformed identifier2
- metadata mismatch2
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 6ffdf3af-accf-4ae4-aa0f-1bdf38347063 · outbound
This paper cites ASVspoof 2019: A large-scale pub- lic database of synthesized, converted and replayed speech.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations ASVspoof 2019: A large-scale pub- lic database of synthesized, converted and replayed speech
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:45.974912Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 70096f6f-be26-49bf-9214-f7b967761044 · outbound
This paper cites IEEE/ACM Transactions on Audio, Speech, and Language Processing 29, 1161–1173 (2021).https://doi.org/10.1109/TASLP.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations IEEE/ACM Transactions on Audio, Speech, and Language Processing 29, 1161–1173 (2021).https://doi.org/10.1109/TASLP
Reference 2
- Resolution
- malformed identifier
- doi_truncated, observed 2026-06-30T22:55:06.369585Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 72a909b9-0c8a-4821-9725-02b3fecf1c26 · outbound
This paper cites Masset, R.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Masset, R
Reference 3
- Resolution
- malformed identifier
- doi_truncated, observed 2026-06-30T22:55:06.363549Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 95f69c62-eb52-422a-b194-9b88fcaa1480 · outbound
This paper cites Safe: Synthetic audio forensics evalua- tion challenge.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Safe: Synthetic audio forensics evalua- tion challenge
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:45.973033Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 08c09305-4ba6-4b62-8562-076451124429 · outbound
This paper cites author Zhou, A.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations author Zhou, A
Reference 5
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-06-30T22:55:06.367179Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 50592f84-8ac5-40ea-a458-4a33a077af91 · outbound
This paper cites ADD 2023: The Second Audio Deepfake Detection Challenge.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations ADD 2023: The Second Audio Deepfake Detection Challenge
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:45.971012Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation a6ac0f2f-6d2e-4d68-8a63-edefe0f1a245 · outbound
This paper cites Perturbed Public Voices (P$^{2}$V): A Dataset for Robust Audio Deepfake Detection.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Perturbed Public Voices (P$^{2}$V): A Dataset for Robust Audio Deepfake Detection
Reference 7
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T13:45:45.391591Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 0afa86b5-be43-482e-b38a-bb6b13636fe3 · outbound
This paper cites Room impulse responses help attackers to evade deep fake detection.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Room impulse responses help attackers to evade deep fake detection
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:46.002419Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2899d7bd-f158-4a0e-90f9-be909e5f3876 · outbound
This paper cites DeePen: Penetration Testing for Audio Deepfake Detection.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations DeePen: Penetration Testing for Audio Deepfake Detection
Reference 9
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T13:45:45.394502Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation e77d84e8-c56d-447c-ad23-2b6fae135675 · outbound
This paper cites Investigating the impact of speech enhancement on audio deep- fake detection in noisy environments.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Investigating the impact of speech enhancement on audio deep- fake detection in noisy environments
Reference 10
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T13:45:45.412420Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 09ff841e-05b5-418c-9bc1-b6d9a2bfb0ba · outbound
This paper cites Mlaad: The multi-language audio anti-spoofing dataset.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Mlaad: The multi-language audio anti-spoofing dataset
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:45.978687Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 854a3090-076b-4194-8245-902efc671911 · outbound
This paper cites Sea-spoof: Bridging the gap in multilingual audio deepfake detection for south-east asian.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Sea-spoof: Bridging the gap in multilingual audio deepfake detection for south-east asian
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T13:45:45.431868Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5b85343c-3e84-4e2b-bfc3-b9bed6219ac5 · outbound
This paper cites Llamapartialspoof: An llm-driven fake speech dataset simulating disinformation generation.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Llamapartialspoof: An llm-driven fake speech dataset simulating disinformation generation
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:45.964747Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3ef6577b-bd4d-4f0a-964e-8cd082da4113 · outbound
This paper cites LibriTTS: A Corpus Derived from LibriSpeech for Text-to-Speech.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations LibriTTS: A Corpus Derived from LibriSpeech for Text-to-Speech
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:45.998904Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 893e2c28-fa4c-41c3-8da4-d2fd8e0eb4b0 · outbound
This paper cites JETS: Jointly Training FastSpeech2 and HiFi-GAN for End to End Text to Speech.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations JETS: Jointly Training FastSpeech2 and HiFi-GAN for End to End Text to Speech
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:45.984378Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation d91a6289-4354-438b-b5bd-8a5ea6afce9c · outbound
This paper cites YourTTS: Towards Zero-Shot Multi-Speaker TTS and Zero-Shot V oice Conversion for Everyone.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations YourTTS: Towards Zero-Shot Multi-Speaker TTS and Zero-Shot V oice Conversion for Everyone
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:46.008212Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 063a070d-9ed9-46b1-8307-f6d2046102be · outbound
This paper cites XTTS: a Massively Multilingual Zero-Shot Text-to-Speech Model.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations XTTS: a Massively Multilingual Zero-Shot Text-to-Speech Model
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:45.980538Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation b6faa88c-3461-4983-a409-865807a99b25 · outbound
This paper cites CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations CosyVoice: A Scalable Multilingual Zero-shot Text-to-speech Synthesizer based on Supervised Semantic Tokens
Reference 18
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T13:45:45.415328Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 6484b4f7-a37e-4d96-b83e-3217b9171619 · outbound
This paper cites Common voice: A massively- multilingual speech corpus.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Common voice: A massively- multilingual speech corpus
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:45.976959Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 49cb625b-4304-4618-9094-15bb842ea5f8 · outbound
This paper cites The People's Speech: A Large-Scale Diverse English Speech Recognition Dataset for Commercial Usage.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations The People's Speech: A Large-Scale Diverse English Speech Recognition Dataset for Commercial Usage
Reference 20
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-01T13:45:45.419554Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7a82a6e4-eaa3-4ed0-bee2-197a00c8dc9e · outbound
This paper cites Building the Singapore English National Speech Corpus.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Building the Singapore English National Speech Corpus
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:45.996205Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation bd713c31-97ae-4a6e-881e-798e6a1b2da1 · outbound
This paper cites imagicdatatech.com/index.php/home/dataopensource/ data info/id/101, Accessed: 2019-05.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations imagicdatatech.com/index.php/home/dataopensource/ data info/id/101, Accessed: 2019-05
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:45.992168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 71afa9bb-7fb1-4542-80f2-6cb4b14b6606 · outbound
This paper cites Formosa speech recognition challenge 2020 and taiwanese across taiwan corpus.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Formosa speech recognition challenge 2020 and taiwanese across taiwan corpus
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:46.004287Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation baf1ea94-6389-44de-895b-9938103fe007 · outbound
This paper cites Cpjd corpus: Crowd- sourced parallel speech corpus of japanese dialects.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Cpjd corpus: Crowd- sourced parallel speech corpus of japanese dialects
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:45.966970Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8e22f179-7866-480a-8108-db96acb779f7 · outbound
This paper cites an unresolved cited work.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-07-07T12:43:45.961614Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 3abbad08-4ba9-4a4e-9123-bcdd4eb0add4 · outbound
This paper cites CosyVoice 3: Towards In-the-wild Speech Generation via Scaling-up and Post-training.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations CosyVoice 3: Towards In-the-wild Speech Generation via Scaling-up and Post-training
Reference 26
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T13:45:45.408702Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ae019aea-00ff-43d8-a5c8-945eb1d7f0ea · outbound
This paper cites Qwen3-TTS Technical Report.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Qwen3-TTS Technical Report
Reference 27
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T13:45:45.398444Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 224cfbf6-7a60-4b65-a4d4-f6798f78bb51 · outbound
This paper cites Fish audio s2 technical report.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Fish audio s2 technical report
Reference 28
- Resolution
- verified exact
- arxiv_id, observed 2026-07-01T13:45:45.427224Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation f3db8589-ea60-4bb0-9e04-3953cfdfd2ce · outbound
This paper cites Statistics of natural reverberation enable perceptual separation of sound and space.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Statistics of natural reverberation enable perceptual separation of sound and space
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:45.994149Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 5bb28e5e-92ea-497c-977f-034f93b35e68 · outbound
This paper cites MUSAN: A Music, Speech, and Noise Corpus.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations MUSAN: A Music, Speech, and Noise Corpus
Reference 30
- Resolution
- verified exact
- local_arxiv, observed 2026-07-01T13:45:45.404433Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 8df108fc-0ad2-41bd-9433-0d2be8cc67bc · outbound
This paper cites Fma: A dataset for music analysis.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Fma: A dataset for music analysis
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:45.986283Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 1cf20a5b-2b36-47e1-904a-f2a5c36bb231 · outbound
This paper cites A binaural room im- pulse response database for the evaluation of dereverber- ation algorithms.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations A binaural room im- pulse response database for the evaluation of dereverber- ation algorithms
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:45.982265Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 163d3f6e-dfc0-4e22-8e01-944b5c9fce89 · outbound
This paper cites Image method for ef- ficiently simulating small-room acoustics.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Image method for ef- ficiently simulating small-room acoustics
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:46.012011Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation ff86887c-270a-4a48-bdd2-218d86a8d4a8 · outbound
This paper cites Hierarchical and multimodal learning for hetero- geneous sound classification.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Hierarchical and multimodal learning for hetero- geneous sound classification
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:45.988150Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7407ebea-1432-41b2-8bd0-cd7f928135ea · outbound
This paper cites Automatic Speaker Verification Spoofing and Deepfake Detection Using Wav2vec 2.0 and Data Augmentation.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Automatic Speaker Verification Spoofing and Deepfake Detection Using Wav2vec 2.0 and Data Augmentation
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:45.969002Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 2ca2a530-6e1d-42ab-aa08-bc6e5640961e · outbound
This paper cites Robust localization of partially fake speech: Metrics and out-of-domain evaluation.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Robust localization of partially fake speech: Metrics and out-of-domain evaluation
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:46.010067Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 476ddff7-a0a2-4bce-9220-b4e98ad9ac5e · outbound
This paper cites Measuring the Robustness of Audio Deepfake Detection under Real-World Corruption.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Measuring the Robustness of Audio Deepfake Detection under Real-World Corruption
Reference 37
- Resolution
- verified exact
- arxiv_id, observed 2026-07-07T02:18:24.167264Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Observation 7531e860-663b-4282-8673-8fef70a9a346 · outbound
This paper cites Replay attacks against audio deepfake detection.
RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations Replay attacks against audio deepfake detection
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-07-07T12:43:45.990191Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.
Pith citing papers
Observation 2c090d5e-3646-4d49-93de-06f00e767fcb · inbound
Large Audio Language Models for Spoofing-Aware Speaker Verification cites this paper.
Large Audio Language Models for Spoofing-Aware Speaker Verification RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T01:12:30.650313Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5190e3d4-4761-4af4-8027-70f70e6ab105 · inbound
Singlish, Can or Not? Fine-Tuning and Evaluating Zero-Shot TTS for Singapore English cites this paper.
Singlish, Can or Not? Fine-Tuning and Evaluating Zero-Shot TTS for Singapore English RADAR Challenge 2026: Robust Audio Deepfake Recognition under Media Transformations
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T03:52:17.199471Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.