Paper Citation Record · LEDGER

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake

As of 6 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 1 inbound Pith citation observation for arXiv:2606.21735.

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

pith.paper-citation-record.v1
2606.21735 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T12:51:14.919171Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-06T06:34:29.942622+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-26T12:51:14.919171Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-04T07:49:38.734432Z

Reference resolution

55 of 55 outbound references displayed

verified exact5
verified fuzzy0
unresolved47
parse uncertain0
malformed identifier1
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5ce5f4d9-7312-43fc-b32f-106d8cd11b68 · outbound

This paper cites Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-07-04T07:49:38.736236Z

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Observation 690c7806-e9b3-4a57-a26c-e58cc69f7711 · outbound

This paper cites All data are obtained from publicly available corpora.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake All data are obtained from publicly available corpora

Reference 2

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Source-reported events for the cited work

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Observation d4e0aa54-e9e4-4443-8246-7dab263321b4 · outbound

This paper cites [ 21], one of the foundational CF detection work.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake [ 21], one of the foundational CF detection work

Reference 3

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Source-reported events for the cited work

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Observation 24cfae97-fd74-410a-8e33-fefa1bbc1ca7 · outbound

This paper cites We then detail the proposed framework,BONSAI.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake We then detail the proposed framework,BONSAI

Reference 4

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Observation 78fc723c-67c1-4abc-bfe9-79e6815a67c6 · outbound

This paper cites an unresolved cited work.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Unresolved cited work

Reference 5

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Observation 999b7e30-e3fb-414b-bf7c-34d6165452a0 · outbound

This paper cites Our analysis demon- strated that existing SOTA CF detection models trained on prior benchmark datasets generalize poorly to elderly speech, reveal- ing a critical robustness gap.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Our analysis demon- strated that existing SOTA CF detection models trained on prior benchmark datasets generalize poorly to elderly speech, reveal- ing a critical robustness gap

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-26T12:51:14.919171Z

Source-reported events for the cited work

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Observation 30bb91d0-e7a5-44f2-b512-a52a3ef45886 · outbound

This paper cites an unresolved cited work.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Unresolved cited work

Reference 7

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Source-reported events for the cited work

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Observation b57a1441-439b-467a-ab0e-656a8a4f2497 · outbound

This paper cites These tools did not contribute to the development of scientific concepts, data analysis, generation of results, or interpretation of findings.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake These tools did not contribute to the development of scientific concepts, data analysis, generation of results, or interpretation of findings

Reference 8

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Source-reported events for the cited work

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Observation 5a24325a-c002-4ed1-a0fb-c72edb225d01 · outbound

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

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Asvspoof 2015: the first automatic speaker verification spoofing and countermeasures challenge,

Reference 9

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Source-reported events for the cited work

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Observation cedef7fc-c444-42cb-92e4-16b1763d54c3 · outbound

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

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake The asvspoof 2017 challenge: As- sessing the limits of replay spoofing attack detection,

Reference 10

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Source-reported events for the cited work

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Observation 3313f703-a790-4a88-a1f8-f33e663b09e2 · outbound

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

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Asvspoof 2019: A large-scale public database of synthesized, converted and replayed speech,

Reference 11

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Source-reported events for the cited work

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Observation 61ad13c8-3ad2-40af-a8e0-a35fe1af88c0 · outbound

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

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Asvspoof 2021: Towards spoofed and deepfake speech detection in the wild,

Reference 12

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Observation 9847a52b-920e-40f5-a295-971ed6df9d13 · outbound

This paper cites ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake ASVspoof 5: Crowdsourced Speech Data, Deepfakes, and Adversarial Attacks at Scale

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-07-04T07:49:38.748690Z

Source-reported events for the cited work

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Observation 92182eb8-0a36-458f-a3e2-90470fc4ad3b · outbound

This paper cites Combining evidences from mel cep- stral, cochlear filter cepstral and instantaneous frequency features for detection of natural vs. spoofed speech.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Combining evidences from mel cep- stral, cochlear filter cepstral and instantaneous frequency features for detection of natural vs. spoofed speech

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-26T12:51:14.919171Z

Source-reported events for the cited work

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Observation 7cd04638-042f-4329-be3a-e42b47a5b3a8 · outbound

This paper cites Cochlear filter and instantaneous frequency based features for spoofed speech detection,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Cochlear filter and instantaneous frequency based features for spoofed speech detection,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-26T12:51:14.919171Z

Source-reported events for the cited work

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Observation bcf1761c-18ae-431b-8058-89c2818fb6eb · outbound

This paper cites Toward robust audio spoofing detection: A detailed comparison of traditional and learned features,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Toward robust audio spoofing detection: A detailed comparison of traditional and learned features,

Reference 16

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Source-reported events for the cited work

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Observation ce452a1e-9596-4d4e-aed0-56d491e521b8 · outbound

This paper cites Spoofing speech detection using temporal convolutional neural network,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Spoofing speech detection using temporal convolutional neural network,

Reference 17

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Observation 17226add-10d2-4151-9956-ceb4587ddbad · outbound

This paper cites A light convolutional gru-rnn deep feature extractor for asv spoofing detection,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake A light convolutional gru-rnn deep feature extractor for asv spoofing detection,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-26T12:51:14.919171Z

Source-reported events for the cited work

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Observation 89eb3a2a-796d-4f43-9989-340f182ac4cc · outbound

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

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Aasist: Audio anti-spoofing using integrated spectro-temporal graph attention networks,

Reference 19

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Observation 4db8b040-e064-4ca3-908f-256311ddf152 · outbound

This paper cites The vicomtech audio deep- fake detection system based on wav2vec2 for the 2022 add chal- lenge,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake The vicomtech audio deep- fake detection system based on wav2vec2 for the 2022 add chal- lenge,

Reference 20

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Observation 071f1807-5fbd-4dc1-b3f3-fdbfd228534b · outbound

This paper cites Automatic speaker verification spoofing and deep- fake detection using wav2vec 2.0 and data augmentation,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Automatic speaker verification spoofing and deep- fake detection using wav2vec 2.0 and data augmentation,

Reference 21

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Observation b7d2c7c4-4819-469d-ae88-a209dbff4714 · outbound

This paper cites Im- proved DeepFake Detection Using Whisper Features,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Im- proved DeepFake Detection Using Whisper Features,

Reference 22

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Observation 147d7257-dde8-4495-b0fc-a80a3ac48dc1 · outbound

This paper cites Audio deep- fake detection with self-supervised wavlm and multi-fusion atten- tive classifier,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Audio deep- fake detection with self-supervised wavlm and multi-fusion atten- tive classifier,

Reference 23

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This paper cites Efficient audio deepfake detection using wavlm with early exiting,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Efficient audio deepfake detection using wavlm with early exiting,

Reference 24

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Observation de84260f-ae57-4482-b4c8-d608a6e15884 · outbound

This paper cites Leveraging SSL Speech Features and Mamba for Enhanced DeepFake Detection,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Leveraging SSL Speech Features and Mamba for Enhanced DeepFake Detection,

Reference 25

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This paper cites Multi-level ssl feature gating for audio deepfake de- tection,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Multi-level ssl feature gating for audio deepfake de- tection,

Reference 26

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Observation cdeef671-e2d4-4828-b3aa-c87f9a0c5624 · outbound

This paper cites Audiolm: a language modeling approach to audio gener- ation,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Audiolm: a language modeling approach to audio gener- ation,

Reference 27

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This paper cites Codecfake: Enhancing anti- spoofing models against deepfake audios from codec-based speech synthesis systems,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Codecfake: Enhancing anti- spoofing models against deepfake audios from codec-based speech synthesis systems,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-26T12:51:14.919171Z

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This paper cites Codecfake: An initial dataset for detecting llm-based deepfake audio,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Codecfake: An initial dataset for detecting llm-based deepfake audio,

Reference 29

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Observation 8c9a885c-8172-4f02-bfab-83c651006246 · outbound

This paper cites CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake CodecFake+: Codec-Based Resynthesized Data as a Proxy for Detecting CodecFake Speech

Reference 30

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Observation 41830243-bdc5-4d0f-9330-f6a1f338c55b · outbound

This paper cites Whiadd: Semantic- acoustic fusion for robust audio deepfake detection,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Whiadd: Semantic- acoustic fusion for robust audio deepfake detection,

Reference 31

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

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake The codecfake dataset and countermea- sures for the universally detection of deepfake audio,

Reference 32

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Observation 9edcbc64-a219-45da-908d-92bf40cce833 · outbound

This paper cites How does our voice change as we age? a systematic review and meta-analysis of acoustic and perceptual voice data from healthy adults over 50 years of age,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake How does our voice change as we age? a systematic review and meta-analysis of acoustic and perceptual voice data from healthy adults over 50 years of age,

Reference 33

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Observation a5dbfcfd-65e8-49ed-b138-0e4dbdb325d5 · outbound

This paper cites The INTERSPEECH 2020 Computational Paralinguistics Challenge: Elderly Emotion, Breathing & Masks,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake The INTERSPEECH 2020 Computational Paralinguistics Challenge: Elderly Emotion, Breathing & Masks,

Reference 34

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This paper cites Is Everything Fine, Grandma? Acous- tic and Linguistic Modeling for Robust Elderly Speech Emotion Recognition,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Is Everything Fine, Grandma? Acous- tic and Linguistic Modeling for Robust Elderly Speech Emotion Recognition,

Reference 35

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This paper cites Human voices communicating trustworthy intent: A demographically di- verse speech audio dataset,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Human voices communicating trustworthy intent: A demographically di- verse speech audio dataset,

Reference 36

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This paper cites Strong alone, stronger together: Synergizing modality-binding foundation models with optimal transport for non-verbal emotion recognition,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Strong alone, stronger together: Synergizing modality-binding foundation models with optimal transport for non-verbal emotion recognition,

Reference 37

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This paper cites Heterogeneity over Homogeneity: Investigating Multilingual Speech Pre-Trained Models for Detecting Audio Deepfake.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Heterogeneity over Homogeneity: Investigating Multilingual Speech Pre-Trained Models for Detecting Audio Deepfake

Reference 38

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This paper cites Seniortalk: A chinese conversation dataset with rich annotations for super-aged seniors,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Seniortalk: A chinese conversation dataset with rich annotations for super-aged seniors,

Reference 39

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Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake High-fidelity audio compression with improved rvqgan,

Reference 40

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Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake High Fidelity Neural Audio Compression

Reference 41

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Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Soundstream: An end-to-end neural audio codec,

Reference 42

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This paper cites Speechtokenizer: Unified speech tokenizer for speech language models,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Speechtokenizer: Unified speech tokenizer for speech language models,

Reference 43

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This paper cites Available: https://openreview.net/forum?id= AF9Q8Vip84.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Available: https://openreview.net/forum?id= AF9Q8Vip84

Reference 44

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This paper cites Funcodec: A fundamental, reproducible and integrable open-source toolkit for neural speech codec,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Funcodec: A fundamental, reproducible and integrable open-source toolkit for neural speech codec,

Reference 45

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This paper cites Audiodec: An open-source streaming high-fidelity neural audio codec,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Audiodec: An open-source streaming high-fidelity neural audio codec,

Reference 46

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This paper cites Snac: Multi- scale neural audio codec,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Snac: Multi- scale neural audio codec,

Reference 47

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This paper cites Moshi: a speech-text foundation model for real-time dialogue.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Moshi: a speech-text foundation model for real-time dialogue

Reference 48

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Observation 54aa2c9d-469b-45e3-9de1-819945994f32 · outbound

This paper cites Languagebind: Extending video- language pretraining to n-modality by language-based semantic alignment,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Languagebind: Extending video- language pretraining to n-modality by language-based semantic alignment,

Reference 49

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This paper cites Imagebind: One embedding space to bind them all,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Imagebind: One embedding space to bind them all,

Reference 50

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

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake wav2vec 2.0: A framework for self-supervised learning of speech representations,

Reference 51

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Observation 2d4ea284-ca64-4fc6-a7f6-3703936e47bb · outbound

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

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Wavlm: Large-scale self-supervised pre-training for full stack speech processing,

Reference 52

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Observation e5181499-a6f2-4548-98e5-9910c32b8555 · outbound

This paper cites Robust speech recognition via large-scale weak supervision,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Robust speech recognition via large-scale weak supervision,

Reference 53

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Observation 2d889acf-3367-4770-bf35-2b5c8959e2a6 · outbound

This paper cites Multi-sensor data fusion based on a generalised belief divergence measure.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Multi-sensor data fusion based on a generalised belief divergence measure

Reference 54

Resolution: verified exact; local_arxiv, observed 2026-07-04T07:49:38.754369Z

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Observation 552901eb-39ab-4dee-a09d-fad269e4013a · outbound

This paper cites Multimodal generative learn- ing utilizing jensen-shannon-divergence,.

Bridging the Age Gap: Towards Detecting Neural Audio Codec Synthesized Elderly Speech Deepfake Multimodal generative learn- ing utilizing jensen-shannon-divergence,

Reference 55

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Pith citing papers

Observation 5ce5f4d9-7312-43fc-b32f-106d8cd11b68 · inbound