Paper Citation Record · LEDGER

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection

As of 10 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 1 inbound Pith citation observation for arXiv:2505.13976.

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

pith.paper-citation-record.v1
2505.13976 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:43:14.739963Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:43:10.791218Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T15:43:14.952499Z

Reference resolution

39 of 39 outbound references displayed

verified exact1
verified fuzzy22
unresolved15
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7de2a8c2-9ea3-45f0-83f7-26175a6dc543 · outbound

This paper cites However, the increasing realism of synthetic speech has raised significant societal concerns, such as financial fraud, impersonation attacks, and misinformation dissemination.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection However, the increasing realism of synthetic speech has raised significant societal concerns, such as financial fraud, impersonation attacks, and misinformation dissemination

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:21.487873Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a5da2a72-af78-41ff-95fb-9a3abdf34225 · outbound

This paper cites Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-08-07T15:43:15.019675Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0fb6057f-8ce2-4df9-b96c-a9c40e7d6764 · outbound

This paper cites an unresolved cited work.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:43:21.242760Z

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Observation 1dee5f66-75c6-4a59-86af-345e706e9f15 · outbound

This paper cites Datasets and metrics In the experiments, all models were trained on the ASVspoof 2019 logical access (LA) dataset [1].

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Datasets and metrics In the experiments, all models were trained on the ASVspoof 2019 logical access (LA) dataset [1]

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:20.985721Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7c2b1944-b513-4064-8c07-f2999f0867dc · outbound

This paper cites an unresolved cited work.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:43:20.581457Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 251bf9a6-606c-4acc-aef1-c9819784efa6 · outbound

This paper cites an unresolved cited work.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-07T15:43:20.326327Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation eafe3f6a-3d81-43f1-aff3-a4b103e526c5 · outbound

This paper cites Modified magnitude- phase spectrum information for spoofing detection,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Modified magnitude- phase spectrum information for spoofing detection,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:18.933957Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation db1dc124-97c5-4f66-8458-e9107a3f3489 · outbound

This paper cites Asvspoof 2019: Future horizons in spoofed and fake audio detection,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Asvspoof 2019: Future horizons in spoofed and fake audio detection,

Reference 8

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Source-reported events for the cited work

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Observation 21fd6e5a-0ba7-4773-a24b-1d8764406fef · outbound

This paper cites Asvspoof 2021: accelerating progress in spoofed and deep- fake speech detection,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Asvspoof 2021: accelerating progress in spoofed and deep- fake speech detection,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:20.027450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 74389380-be91-42ae-93f8-e8e8918b2ddd · outbound

This paper cites Raw differentiable architecture search for speech deepfake and spoofing detection,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Raw differentiable architecture search for speech deepfake and spoofing detection,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:19.808878Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b1ad731f-304f-4359-8c68-8baaa8439bc7 · outbound

This paper cites Re- play and synthetic speech detection with res2net architecture,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Re- play and synthetic speech detection with res2net architecture,

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f9f9d5ef-fe9a-4142-9432-d12a407960c8 · outbound

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

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Aasist: Audio anti-spoofing using in- tegrated spectro-temporal graph attention networks,

Reference 12

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Source-reported events for the cited work

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Observation 162d0d43-3ae5-4185-9c45-c3c9668a38c8 · outbound

This paper cites Phase-aware spoof speech detection based on res2net with phase network,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Phase-aware spoof speech detection based on res2net with phase network,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:19.165907Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b66aae11-8e4f-498f-95f7-d5382ef90d8b · outbound

This paper cites Av- ocodo: Generative adversarial network for artifact-free vocoder,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Av- ocodo: Generative adversarial network for artifact-free vocoder,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:17.758168Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fdbda11f-dd81-4e65-bc51-f42500f0a593 · outbound

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

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Automatic speaker verification spoofing and deep- fake detection using wav2vec 2.0 and data augmentation,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:18.661140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 42993483-830e-4eb7-9a52-26f451246204 · outbound

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

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Audio deep- fake detection with self-supervised wavlm and multi-fusion atten- tive classifier,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:18.479735Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c1e1c282-9170-4013-91f5-a6d2bfaa5402 · outbound

This paper cites A conformer-based classifier for variable-length utterance process- ing in anti-spoofing,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection A conformer-based classifier for variable-length utterance process- ing in anti-spoofing,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:18.182630Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation be0f2a22-3802-47ac-b215-5ea51c523f9c · outbound

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

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Temporal-channel modeling in multi-head self- attention for synthetic speech detection,

Reference 18

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Source-reported events for the cited work

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Observation 32c924b3-0ca8-4638-aea5-9fe18a7f5f4f · outbound

This paper cites Xls-r: Self-supervised cross-lingual speech representation learning at scale,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Xls-r: Self-supervised cross-lingual speech representation learning at scale,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T15:43:12.830456Z

Source-reported events for the cited work

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Observation bee94b83-f307-4862-a9d3-3342d3421665 · outbound

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

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Wavlm: Large-scale self- supervised pre-training for full stack speech processing,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:17.917607Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation dbe69abe-467a-4fa8-b4c2-f6ae15711ad8 · outbound

This paper cites On calibra- tion of modern neural networks,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection On calibra- tion of modern neural networks,

Reference 21

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Source-reported events for the cited work

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Observation 66e936ca-3f88-4eff-967f-a5b2e90b7101 · outbound

This paper cites Grad-tts: A diffusion probabilistic model for text-to-speech,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Grad-tts: A diffusion probabilistic model for text-to-speech,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T15:43:13.065468Z

Source-reported events for the cited work

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Observation 860ea245-94c9-45ab-a380-d68c48ecae44 · outbound

This paper cites Matcha-tts: A fast tts architecture with conditional flow match- ing,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Matcha-tts: A fast tts architecture with conditional flow match- ing,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T15:43:13.146026Z

Source-reported events for the cited work

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Observation 84468abc-44cc-4e85-905a-97b6a3c173ac · outbound

This paper cites Evaluating and reducing the distance between synthetic and real speech distributions,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Evaluating and reducing the distance between synthetic and real speech distributions,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:17.517799Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d5065ee1-fdb9-409b-a598-803649558a9a · outbound

This paper cites Curriculum learning,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Curriculum learning,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:17.221850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 85b96b5d-5246-4315-9d26-e344d73abc7a · outbound

This paper cites Two different Raw- Boost algorithms were applied depending on the dataset.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Two different Raw- Boost algorithms were applied depending on the dataset

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 69814332-140c-4528-aaa4-26f347e5fee3 · outbound

This paper cites Towards generic deepfake detec- tion with dynamic curriculum,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Towards generic deepfake detec- tion with dynamic curriculum,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:16.959165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 70992db0-f308-4890-99fc-3812ba742e4e · outbound

This paper cites Distilling the Knowledge in a Neural Network.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Distilling the Knowledge in a Neural Network

Reference 28

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Source-reported events for the cited work

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Observation a08675e9-3993-4eef-93fc-937d1d3425ed · outbound

This paper cites Investigating softmax tempering for training neural machine translation models,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Investigating softmax tempering for training neural machine translation models,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:16.639917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation be77eb29-04e4-48f0-90b2-80d6e2ebb44d · outbound

This paper cites Dynamic temper- ature scaling in contrastive self-supervised learning for sensor- based human activity recognition,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Dynamic temper- ature scaling in contrastive self-supervised learning for sensor- based human activity recognition,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:16.471511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 35a31f2b-04d9-4d2e-8e32-0eb5c9dfeb25 · outbound

This paper cites Utmos: Utokyo-sarulab system for voicemos challenge 2022,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Utmos: Utokyo-sarulab system for voicemos challenge 2022,

Reference 31

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Source-reported events for the cited work

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Observation cd0e1466-7aac-4555-94b2-d2eced38c865 · outbound

This paper cites Does audio deepfake detection generalize?.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Does audio deepfake detection generalize?

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:16.209454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f30b97c4-54ce-4da6-8f36-4fab40bedfc1 · outbound

This paper cites Raw- boost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Raw- boost: A raw data boosting and augmentation method applied to automatic speaker verification anti-spoofing,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:16.002115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f49021f5-b42d-4222-bcca-98e46818093d · outbound

This paper cites Improving short utterance anti-spoofing with aasist2,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Improving short utterance anti-spoofing with aasist2,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:15.699245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 77de2490-83be-40c2-a77c-0c53ca9a989a · outbound

This paper cites Mixture of Experts Fusion for Fake Audio Detection Using Frozen wav2vec 2.0.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Mixture of Experts Fusion for Fake Audio Detection Using Frozen wav2vec 2.0

Reference 35

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Source-reported events for the cited work

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Observation a6464e4a-3a6e-4753-8364-98ff935d3e1c · outbound

This paper cites One-class learning with adap- tive centroid shift for audio deepfake detection,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection One-class learning with adap- tive centroid shift for audio deepfake detection,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:15.339876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 72403507-0531-4d53-8f3a-43ab0277b59d · outbound

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

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Audio deepfake detection with self-supervised xls-r and sls classifier,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T15:43:15.212404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 17c67b39-525a-49e8-aa63-c5aecfec2f99 · outbound

This paper cites Deep learning based assessment of syn- thetic speech naturalness,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Deep learning based assessment of syn- thetic speech naturalness,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T15:43:14.655250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21c70437-a84f-4ee7-aeac-e1e17e30e4bf · outbound

This paper cites Dnsmos: A non-intrusive perceptual objective speech quality metric to evaluate noise sup- pressors,.

Naturalness-Aware Curriculum Learning with Dynamic Temperature for Speech Deepfake Detection Dnsmos: A non-intrusive perceptual objective speech quality metric to evaluate noise sup- pressors,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T15:43:14.739963Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation a5da2a72-af78-41ff-95fb-9a3abdf34225 · inbound