Paper Citation Record · LEDGER

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio

As of 19 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 1 inbound Pith citation observation for arXiv:2412.01425.

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

pith.paper-citation-record.v1
2412.01425 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:26:14.700879Z

measured 37 of 37 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:26:14.545567Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-12T04:26:14.768597Z

Reference resolution

36 of 36 outbound references displayed

verified exact0
verified fuzzy30
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 131ff6cc-8b74-48bf-a87a-4ab7c5a60efe · outbound

This paper cites an unresolved cited work.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:26:15.296595Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation c382a716-e023-4bb9-a023-b954869590f5 · outbound

This paper cites The System Finger- print Recognition module includes 1) fingerprint extraction sub- network; and 2) classification sub-network.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio The System Finger- print Recognition module includes 1) fingerprint extraction sub- network; and 2) classification sub-network

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:15.283028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 20edf1de-ca6c-4426-92e3-813bc10f19df · outbound

This paper cites Experimental Settings ReTA was validated on the SFR dataset.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Experimental Settings ReTA was validated on the SFR dataset

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:15.246192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ac9a3518-1054-471f-bd85-4359bb949b02 · outbound

This paper cites To address this challenge, we propose a novel adaptive threshold framework named ReTA.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio To address this challenge, we propose a novel adaptive threshold framework named ReTA

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:15.231203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0cb3a289-2493-4f9f-ad28-706267e35e19 · outbound

This paper cites 62322120, No.U21B2010, No.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio 62322120, No.U21B2010, No

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:15.217939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ccf5dbce-dc39-4882-9537-583776216bbf · outbound

This paper cites Recent advances in open set recognition: A survey,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Recent advances in open set recognition: A survey,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:15.152403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 281fc68b-e84c-4b0f-bf20-f20865ecc3ca · outbound

This paper cites Opengan: Open-set recognition via open data generation,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Opengan: Open-set recognition via open data generation,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:15.137851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 4feac66e-3331-45fb-a5f5-4af812d29afc · outbound

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

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio For: A dataset for synthetic speech detection,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:15.202030Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 0e2bf09b-50b8-4f2c-aefe-2545cc36adc9 · outbound

This paper cites Audio Deepfake Attribution: An Initial Dataset and Investigation.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Audio Deepfake Attribution: An Initial Dataset and Investigation

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:14.578136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34c6b5e8-ab88-4b2a-9a81-14b37bdcb82b · outbound

This paper cites Leveraging speech ptm, text llm, and emotional tts for speech emotion recognition,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Leveraging speech ptm, text llm, and emotional tts for speech emotion recognition,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:15.189449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9caa8058-d133-4601-a190-5ba4e8d5f018 · outbound

This paper cites Attributing fake images to gans: Learning and analyzing gan fingerprints,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Attributing fake images to gans: Learning and analyzing gan fingerprints,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:15.177214Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cae5fd16-4d90-4d19-805c-2eadcfdc5565 · outbound

This paper cites Are you stealing my model? sam- ple correlation for fingerprinting deep neural networks,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Are you stealing my model? sam- ple correlation for fingerprinting deep neural networks,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:15.164525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 637d091a-de02-43f0-8999-5477dc1b7429 · outbound

This paper cites Pro- gressive open space expansion for open-set model attribution,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Pro- gressive open space expansion for open-set model attribution,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:15.032281Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 8054de84-e323-4f63-ae6f-f90bb4697f11 · outbound

This paper cites Open-set recog- nition: A good closed-set classifier is all you need?.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Open-set recog- nition: A good closed-set classifier is all you need?

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:15.016341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 257f70f6-bb63-49f2-9c3f-7d3e84dc1db8 · outbound

This paper cites C2ae: Class conditioned auto-encoder for open-set recognition,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio C2ae: Class conditioned auto-encoder for open-set recognition,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:15.120367Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2cec28ad-34be-4eed-b373-b9ecd92c5fd6 · outbound

This paper cites Divergent angular repre- sentation for open set image recognition,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Divergent angular repre- sentation for open set image recognition,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:15.103248Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cabad4ec-8dbb-4b5a-b10a-2ba72772edb2 · outbound

This paper cites Orientational dis- tribution learning with hierarchical spatial attention for open set recognition,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Orientational dis- tribution learning with hierarchical spatial attention for open set recognition,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:15.083942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation cc004b5c-c032-4d60-b732-79a76530b8d2 · outbound

This paper cites Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio

Reference 18

Resolution: metadata mismatch; local_arxiv, observed 2026-08-12T04:26:14.777861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3983713e-a62f-4555-b8f3-1ed8774ef4a4 · outbound

This paper cites Energy-based open-world uncertainty modeling for confidence calibration,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Energy-based open-world uncertainty modeling for confidence calibration,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:15.065325Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5280537b-bf9a-4798-90e9-445afff48382 · outbound

This paper cites Generative-discriminative feature representations for open-set recognition,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Generative-discriminative feature representations for open-set recognition,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:15.052146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 9fa3ed2c-fd35-481f-a92d-94552ad839d8 · outbound

This paper cites A tutorial on hidden Markov models and selected applications in speech recognition,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio A tutorial on hidden Markov models and selected applications in speech recognition,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:14.910611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation abc78b6b-aa07-43e8-b335-3a0a877a6588 · outbound

This paper cites A baseline for detecting misclas- sified and out-of-distribution examples in neural networks,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio A baseline for detecting misclas- sified and out-of-distribution examples in neural networks,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:15.001117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation e54c75ec-a4b9-40ce-857d-7aa7a9d6237d · outbound

This paper cites An open set recognition for sar targets based on encoding-conditional de- coding network with reject threshold adaptation,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio An open set recognition for sar targets based on encoding-conditional de- coding network with reject threshold adaptation,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:14.988846Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6f418a42-4e64-4cf6-9d9b-d179554a488f · outbound

This paper cites Towards open set deep networks,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Towards open set deep networks,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:14.648311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47a6a4a5-2d31-47f9-b4e6-c619b473a018 · outbound

This paper cites Doc: Deep open classification of text documents,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Doc: Deep open classification of text documents,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:14.964569Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 68ddec13-5411-48fe-8fa3-4d4c13345f61 · outbound

This paper cites Classification-reconstruction learning for open-set recognition,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Classification-reconstruction learning for open-set recognition,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:14.950748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1fc736e5-ade3-40f0-8d41-e7e234658a05 · outbound

This paper cites an unresolved cited work.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-12T04:26:15.263086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 573e35b2-daef-4733-a634-7dc56ca45d3a · outbound

This paper cites Detect- ing unknown speech spoofing algorithms with nearest neighbors.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Detect- ing unknown speech spoofing algorithms with nearest neighbors

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:14.928831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 1882c05f-4c61-47e6-9256-0f49d4c6d261 · outbound

This paper cites Why relu net- works yield high-confidence predictions far away from the train- ing data and how to mitigate the problem,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Why relu net- works yield high-confidence predictions far away from the train- ing data and how to mitigate the problem,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:14.896932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b0d725fd-8a7f-4e82-ad8e-f5158ee02c45 · outbound

This paper cites An initial investigation for detecting vocoder fingerprints of fake audio,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio An initial investigation for detecting vocoder fingerprints of fake audio,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:14.879344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 905d643d-934f-4815-b467-2fe7ad37729d · outbound

This paper cites Deep residual learning for image recognition,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Deep residual learning for image recognition,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-12T04:26:14.683542Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f87650bd-5d54-4869-bcef-019e8e377270 · outbound

This paper cites A comparison of features for synthetic speech detection,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio A comparison of features for synthetic speech detection,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:14.853420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ba985d17-d3a6-48d1-9101-5556b41781d3 · outbound

This paper cites React: Out-of-distribution detection with rectified activations,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio React: Out-of-distribution detection with rectified activations,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:14.840305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 16519b7d-b96d-4f84-969b-feff475cb53d · outbound

This paper cites Cross-entropy loss functions: Theoretical analysis and applications,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Cross-entropy loss functions: Theoretical analysis and applications,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:14.826590Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5ef768d9-9121-4a76-b5ae-f7d9996bb407 · outbound

This paper cites Kernel density estimation and its application,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Kernel density estimation and its application,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:14.811314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2c22c7a1-bd93-42d6-a442-6081f446a585 · outbound

This paper cites Multi-class metrics made simple, part ii: the f1- score,.

Reject Threshold Adaptation for Open-Set Model Attribution of Deepfake Audio Multi-class metrics made simple, part ii: the f1- score,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-12T04:26:14.796013Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Pith citing papers

Observation cc004b5c-c032-4d60-b732-79a76530b8d2 · inbound