Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-07T13:01:32.716126Z
Paper Citation Record · LEDGER
Deepfake Audio Detection Using Self-supervised Fusion Representations
As of 4 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 2 inbound Pith citation observations for arXiv:2605.03420.
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 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-29T05:19:26.613301Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-07-03T07:47:45.160739Z
Reference resolution
23 of 23 outbound references displayed
- verified exact1
- verified fuzzy22
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 5ea2c818-999d-45e3-bbbb-2fd72c4b1daa · outbound
This paper cites Natural tts synthesis by conditioning wavenet on mel spectrogram predictions.
Deepfake Audio Detection Using Self-supervised Fusion Representations Natural tts synthesis by conditioning wavenet on mel spectrogram predictions
Reference 1
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.548743Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation b68674b3-debb-4467-b1c0-36600ad014e6 · outbound
This paper cites Conditional variational autoencoder with adversarial learning for end-to-end text-to-speech.
Deepfake Audio Detection Using Self-supervised Fusion Representations Conditional variational autoencoder with adversarial learning for end-to-end text-to-speech
Reference 2
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.560451Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5d9c8094-eefb-47c5-9e80-01198b8bb346 · outbound
This paper cites Styletts 2: Towards human-level text-to-speech through style diffusion and adversarial training with large speech lan- guage models.
Deepfake Audio Detection Using Self-supervised Fusion Representations Styletts 2: Towards human-level text-to-speech through style diffusion and adversarial training with large speech lan- guage models
Reference 3
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.585169Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 59bec08d-c133-43f9-9735-7d7a5f3d37de · outbound
This paper cites Yourtts: Towards zero- shot multi-speaker tts and zero-shot voice conversion for everyone.
Deepfake Audio Detection Using Self-supervised Fusion Representations Yourtts: Towards zero- shot multi-speaker tts and zero-shot voice conversion for everyone
Reference 4
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.563914Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e53a4fcf-fe72-407d-9569-09b1965794b5 · outbound
This paper cites Starganv2-vc: A diverse, unsupervised, non-parallel framework for natural-sounding voice conversion.
Deepfake Audio Detection Using Self-supervised Fusion Representations Starganv2-vc: A diverse, unsupervised, non-parallel framework for natural-sounding voice conversion
Reference 5
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.550229Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 43518327-1a30-4045-b1b6-0c45ff6a2772 · outbound
This paper cites Asvspoof 2019: Future horizons in spoofed and fake audio detection.
Deepfake Audio Detection Using Self-supervised Fusion Representations Asvspoof 2019: Future horizons in spoofed and fake audio detection
Reference 6
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.524557Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation fbf3f83c-8f46-4300-8606-f763c9b2afd6 · outbound
This paper cites Spoofceleb: Speech deepfake detection and sasv in the wild.
Deepfake Audio Detection Using Self-supervised Fusion Representations Spoofceleb: Speech deepfake detection and sasv in the wild
Reference 7
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.532381Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7a6a7310-2111-4790-ac26-ca398293bd97 · outbound
This paper cites Partial fake speech attacks in the real world using deepfake audio.
Deepfake Audio Detection Using Self-supervised Fusion Representations Partial fake speech attacks in the real world using deepfake audio
Reference 8
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.502817Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation cfccc371-3d31-4eb8-9b73-315ce904f298 · outbound
This paper cites ASVspoof 2021: Automatic Speaker Verification Spoofing and Countermeasures Challenge Evaluation Plan.
Deepfake Audio Detection Using Self-supervised Fusion Representations ASVspoof 2021: Automatic Speaker Verification Spoofing and Countermeasures Challenge Evaluation Plan
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T10:51:31.921992Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation aa3c082f-a97b-402a-a1aa-feb01b7ab5d7 · outbound
This paper cites Add 2022: the first audio deep synthesis detection challenge.
Deepfake Audio Detection Using Self-supervised Fusion Representations Add 2022: the first audio deep synthesis detection challenge
Reference 10
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.519930Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c4bc1d59-da12-4826-b9a8-9be29335759b · outbound
This paper cites Wavefake: A data set to facilitate audio deepfake detection.
Deepfake Audio Detection Using Self-supervised Fusion Representations Wavefake: A data set to facilitate audio deepfake detection
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.560130Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ac3effc8-f2d1-44b5-9c3b-3daf941455db · outbound
This paper cites Deepfake audio detection via mfcc features using machine learning.
Deepfake Audio Detection Using Self-supervised Fusion Representations Deepfake audio detection via mfcc features using machine learning
Reference 12
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.552937Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 20eae8f4-0122-4d03-90a2-c754f4111757 · outbound
This paper cites Hybrid transformer architectures with diverse audio features for deepfake speech classification.
Deepfake Audio Detection Using Self-supervised Fusion Representations Hybrid transformer architectures with diverse audio features for deepfake speech classification
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.538725Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f3da48f1-dc6c-4a8d-9255-37bc8cafc205 · outbound
This paper cites Asvspoof 2019: Spoofing countermeasures for the detection of synthesized, converted and replayed speech.
Deepfake Audio Detection Using Self-supervised Fusion Representations Asvspoof 2019: Spoofing countermeasures for the detection of synthesized, converted and replayed speech
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.576381Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f7fcc6bf-2a14-43a0-84e2-25ba48ec8ce0 · outbound
This paper cites Deep attention mechanism residual network for audio deepfake detection using multi scale cepstral coeffi- cient features.
Deepfake Audio Detection Using Self-supervised Fusion Representations Deep attention mechanism residual network for audio deepfake detection using multi scale cepstral coeffi- cient features
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.580052Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 98fd61d8-92af-46d4-91f1-9fc5e835cbbf · outbound
This paper cites Mixture of experts fusion for fake audio detection using frozen wav2vec 2.0.
Deepfake Audio Detection Using Self-supervised Fusion Representations Mixture of experts fusion for fake audio detection using frozen wav2vec 2.0
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.588793Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation df7abe2e-8a29-48af-a38c-d6080be278d5 · outbound
This paper cites V oice deepfake detection using the self-supervised pre-training model hubert.
Deepfake Audio Detection Using Self-supervised Fusion Representations V oice deepfake detection using the self-supervised pre-training model hubert
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.556524Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 18bd9f23-c802-4aec-a334-7cebf72ecca6 · outbound
This paper cites Wavlm model ensemble for audio deepfake detection.
Deepfake Audio Detection Using Self-supervised Fusion Representations Wavlm model ensemble for audio deepfake detection
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.568034Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a577f3c7-0179-4cea-85be-1b70d59c5a95 · outbound
This paper cites Training-free deepfake voice recognition by leveraging large-scale pre-trained models.
Deepfake Audio Detection Using Self-supervised Fusion Representations Training-free deepfake voice recognition by leveraging large-scale pre-trained models
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.546731Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation cbc48424-f100-4106-838d-671dc68cdd60 · outbound
This paper cites Xls-r: Self-supervised cross-lingual speech representation learning at scale.
Deepfake Audio Detection Using Self-supervised Fusion Representations Xls-r: Self-supervised cross-lingual speech representation learning at scale
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.540548Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5e6ea013-9a72-4a62-b86a-71d8d20cbf61 · outbound
This paper cites Beats: Audio pre-training with acoustic tokenizers.
Deepfake Audio Detection Using Self-supervised Fusion Representations Beats: Audio pre-training with acoustic tokenizers
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.553505Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a7bb388f-d933-42ce-a3d1-027858ab98b7 · outbound
This paper cites Aasist: Audio anti-spoofing using integrated spectro-temporal graph attention networks.
Deepfake Audio Detection Using Self-supervised Fusion Representations Aasist: Audio anti-spoofing using integrated spectro-temporal graph attention networks
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.572483Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 7b9ac874-da98-4c95-9207-5540316c43d5 · outbound
This paper cites Esdd2: Environment-aware speech and sound deepfake detection challenge evaluation plan.
Deepfake Audio Detection Using Self-supervised Fusion Representations Esdd2: Environment-aware speech and sound deepfake detection challenge evaluation plan
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-27T11:39:04.523467Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Pith citing papers
Observation fab6b24a-b7fc-4ed9-aea0-e699b9a0a007 · inbound
Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge cites this paper.
Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Deepfake Audio Detection Using Self-supervised Fusion Representations
Reference 3
- Resolution
- verified exact
- local_arxiv, observed 2026-07-03T07:47:45.162298Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 45700f7c-301d-4e92-8be6-0916ff1e4497 · inbound
Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge cites this paper.
Overview of ESDD2: Environment-Aware Speech and Sound Deepfake Detection Challenge Deepfake Audio Detection Using Self-supervised Fusion Representations
Reference 19
- Resolution
- verified exact
- local_arxiv, observed 2026-06-29T17:13:45.451160Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.