Paper Citation Record · LEDGER

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks

As of 18 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 1 inbound Pith citation observation for arXiv:2603.22590.

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

pith.paper-citation-record.v1
2603.22590 v2

Coverage vector

measured 42 of 42 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T17:37:37.890872Z

measured 43 of 43 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T17:37:37.487943Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

42 of 42 outbound references displayed

verified exact0
verified fuzzy0
unresolved41
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0b490e35-f537-4430-b005-8eec12e22853 · outbound

This paper cites an unresolved cited work.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Unresolved cited work

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.442143Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e7097d9-cdf1-4475-aeb4-fd5373e59d1a · outbound

This paper cites Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.487943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 965bd0db-da51-40d1-b636-81ec5e24f9a2 · outbound

This paper cites We leverage this via a lightweight detection mecha- nism based on transcription consistency across precision modes.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks We leverage this via a lightweight detection mecha- nism based on transcription consistency across precision modes

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.568255Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 38316c95-3149-4ebc-86e6-f3c3f8f7c9f9 · outbound

This paper cites Our adversarial attack imple- mentation follows [26], and all models and hyperparameters are available in our repository:https://github.com/ blindconf/multi_precision_fusion.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Our adversarial attack imple- mentation follows [26], and all models and hyperparameters are available in our repository:https://github.com/ blindconf/multi_precision_fusion

Reference 4

Resolution: malformed identifier; no resolver link, observed 2026-08-02T17:37:37.632527Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 543cb411-2e85-4545-8e9c-433e4074765c · outbound

This paper cites an unresolved cited work.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.665722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9966ff38-f81c-497a-aa53-3d89052d628f · outbound

This paper cites Automatic speech recog- nition using advanced deep learning approaches: A survey,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Automatic speech recog- nition using advanced deep learning approaches: A survey,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.698879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5131fd4-b205-4423-9ef9-ea2c51844180 · outbound

This paper cites The analysis of transformer end-to- end model in real-time interactive scene based on speech recog- nition technology,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks The analysis of transformer end-to- end model in real-time interactive scene based on speech recog- nition technology,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.706315Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 42797114-6e61-4192-9441-622bbedd73d8 · outbound

This paper cites A convolutional neural network-based speech recognition system for autonomous driving,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks A convolutional neural network-based speech recognition system for autonomous driving,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.739630Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 194f1a96-8f2d-47d9-aae9-81308d458029 · outbound

This paper cites Im- proved healthcare diagnosis accuracy through the application of deep learning techniques in medical transcription for disease iden- tification,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Im- proved healthcare diagnosis accuracy through the application of deep learning techniques in medical transcription for disease iden- tification,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.772666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53b7168e-93c9-4be8-b7c8-b0108cfe3a12 · outbound

This paper cites Multimed: Multilingual medical speech recognition via attention encoder decoder,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Multimed: Multilingual medical speech recognition via attention encoder decoder,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.786807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d7716d0-e9bc-4a6f-a575-ba1dc90cfd8a · outbound

This paper cites Sirenattack: Generating adversarial audio for end-to-end acoustic systems,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Sirenattack: Generating adversarial audio for end-to-end acoustic systems,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.801422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b36586f4-1a1c-4d49-9446-6369c99cfab1 · outbound

This paper cites Explaining and har- nessing adversarial examples,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Explaining and har- nessing adversarial examples,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.804428Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21b7634d-3d9b-4731-a9a1-e998316f0301 · outbound

This paper cites Audio adversarial examples: Targeted attacks on speech-to-text,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Audio adversarial examples: Targeted attacks on speech-to-text,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.807571Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a0b28cf-d6d4-4fb1-80b3-b991e0b0619c · outbound

This paper cites Im- perceptible, robust, and targeted adversarial examples for auto- matic speech recognition,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Im- perceptible, robust, and targeted adversarial examples for auto- matic speech recognition,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.810234Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea1fbd2d-d9ee-453a-82e5-ab35f93283c4 · outbound

This paper cites Ad- versarial attacks against automatic speech recognition systems via psychoacoustic hiding,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Ad- versarial attacks against automatic speech recognition systems via psychoacoustic hiding,

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.813458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 088593e2-59b5-4a75-912b-32e6cd04e77e · outbound

This paper cites Robustifying auto- matic speech recognition by extracting slowly varying features,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Robustifying auto- matic speech recognition by extracting slowly varying features,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.816498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 22d6567c-748a-403e-b581-6da42771e940 · outbound

This paper cites Waveguard: Understanding and mitigating audio adversarial examples,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Waveguard: Understanding and mitigating audio adversarial examples,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.819281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dc27eda-cd7a-4e9d-8451-a01fcb20cb76 · outbound

This paper cites Towards Deep Learning Models Resistant to Adversarial At- tacks,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Towards Deep Learning Models Resistant to Adversarial At- tacks,

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.822311Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4d04c61-92ca-491c-9ac3-b2f0296ac1fa · outbound

This paper cites Dompteur: Taming Audio Adversarial Examples,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Dompteur: Taming Audio Adversarial Examples,

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.825713Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 904d59e0-c8da-4507-ab26-b8e552d13fa2 · outbound

This paper cites The Limitations of Adversarial Training and the Blind- Spot Attack,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks The Limitations of Adversarial Training and the Blind- Spot Attack,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.828736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d22b893-22c0-4e18-9d08-a144c15afc7e · outbound

This paper cites Defending against Adversarial Audio via Diffusion Model,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Defending against Adversarial Audio via Diffusion Model,

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.831743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 15e97e52-9865-4b2a-8710-fe277efe5ad8 · outbound

This paper cites Noise Flooding for Detecting Audio Adversarial Examples Against Automatic Speech Recognition,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Noise Flooding for Detecting Audio Adversarial Examples Against Automatic Speech Recognition,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.834675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7a478fc-17d4-4dfc-a20f-9c14d407a254 · outbound

This paper cites Detect- ing Adversarial Examples for Speech Recognition via Uncertainty Quantification,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Detect- ing Adversarial Examples for Speech Recognition via Uncertainty Quantification,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.837632Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4375551-16d7-4283-97f4-4de8ac2e4b9d · outbound

This paper cites DistriBlock: Identify- ing adversarial audio samples by leveraging characteristics of the output distribution,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks DistriBlock: Identify- ing adversarial audio samples by leveraging characteristics of the output distribution,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.840703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26b78182-3af5-407a-9dbc-1af9d0f0236a · outbound

This paper cites Characterizing Audio Adversarial Examples Using Temporal Dependency,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Characterizing Audio Adversarial Examples Using Temporal Dependency,

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.843548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c8c60bd-aa76-4416-b928-2101e9047349 · outbound

This paper cites Generating Robust Audio Adversarial Examples with Temporal Dependency,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Generating Robust Audio Adversarial Examples with Temporal Dependency,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.846196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5a35c13-1677-4575-af58-cb0efe800546 · outbound

This paper cites an unresolved cited work.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.848891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 559dcdd3-90b6-4824-82d9-7bca98c3b9b4 · outbound

This paper cites Lib- rispeech: an ASR corpus based on public domain audio books,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Lib- rispeech: an ASR corpus based on public domain audio books,

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.868862Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d83145e7-3b21-4667-9bdb-3926d77ce182 · outbound

This paper cites [Online].

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks [Online]

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.854754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 454b527f-5d4c-40d8-9393-66e7dde3e883 · outbound

This paper cites NVIDIA cuDNN Frontend API Documentation,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks NVIDIA cuDNN Frontend API Documentation,

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.857583Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation afaf2b70-4a62-4277-861e-fababfc6336f · outbound

This paper cites Numerical behavior of nvidia tensor cores,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Numerical behavior of nvidia tensor cores,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.860169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 200cc405-dbc6-4f82-bb89-e7455c2ed346 · outbound

This paper cites Recent improvements of ASR models in the face of adversarial attacks,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Recent improvements of ASR models in the face of adversarial attacks,

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.862764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4d3ea68-d443-4092-9532-321246a79cd2 · outbound

This paper cites SpeechBrain: A General-Purpose Speech Toolkit.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks SpeechBrain: A General-Purpose Speech Toolkit

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.865879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 11837547-d597-4530-b90e-c4c7a970b613 · outbound

This paper cites A guided tour to approximate string matching,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks A guided tour to approximate string matching,

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.885549Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 06d49359-64a7-49d5-913c-66d989d2a0fb · outbound

This paper cites wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Represen- tations,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Represen- tations,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.871762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 546971dc-9846-4483-bc5d-f38d36c5d13c · outbound

This paper cites Con- nectionist temporal classification: labelling unsegmented se- quence data with recurrent neural networks,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Con- nectionist temporal classification: labelling unsegmented se- quence data with recurrent neural networks,

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.874354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f62a3488-8fff-45ce-a4b8-cf1f65912386 · outbound

This paper cites Listen, attend and spell: A neural network for large vocabulary conversational speech recognition,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Listen, attend and spell: A neural network for large vocabulary conversational speech recognition,

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.877112Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c017a841-d67d-4cc3-807f-e5e1ba6dfbfd · outbound

This paper cites Transformers: State-of- the-Art Natural Language Processing,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Transformers: State-of- the-Art Natural Language Processing,

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.879992Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f7217ea-73df-4e10-b2b4-c34e241dd566 · outbound

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

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Robust speech recognition via large-scale weak supervision,

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.882738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6d7a25d2-d542-40f4-971a-ed85346e70a8 · outbound

This paper cites Evaluation of a segmental SNR measure as an indicator of the quality of ADPCM coded speech,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Evaluation of a segmental SNR measure as an indicator of the quality of ADPCM coded speech,

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.888015Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f421410-432c-42d7-825c-a8366bb01e9e · outbound

This paper cites Comparative study on noise-augmented training and its effect on adversarial robustness in ASR systems,.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Comparative study on noise-augmented training and its effect on adversarial robustness in ASR systems,

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.890872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8aadc2a9-060a-41bc-82b1-fdfee1eb3b1a · outbound

This paper cites Available: https://docs.pytorch.org/docs/stable/ amp.html#autocast-op-reference.

Precision-Varying Prediction (PVP): Robustifying ASR systems against adversarial attacks Available: https://docs.pytorch.org/docs/stable/ amp.html#autocast-op-reference

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-02T17:37:37.851667Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 8e7097d9-cdf1-4475-aeb4-fd5373e59d1a · inbound