Paper Citation Record · LEDGER

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore

As of 8 August 2026, this Paper Citation Record lists 31 of 31 outbound references and 1 inbound Pith citation observation for arXiv:2506.22972.

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

pith.paper-citation-record.v1
2506.22972 v1

Coverage vector

measured 31 of 31 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:59:52.758344Z

measured 32 of 32 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T21:59:50.415970Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-06T21:59:52.910696Z

Reference resolution

31 of 31 outbound references displayed

verified exact1
verified fuzzy25
unresolved4
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c3df0f34-f87f-469f-aae7-f5deea84ffff · outbound

This paper cites Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore

Reference 1

Resolution: verified exact; local_arxiv, observed 2026-08-06T21:59:52.966061Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 608a7bae-6fa9-44ad-92dc-dbb086a63eef · outbound

This paper cites Figure 2 shows an overview of NoNPSA.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Figure 2 shows an overview of NoNPSA

Reference 2

Resolution: malformed identifier; raw_fallback, observed 2026-08-06T21:59:59.754687Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f591076a-a77d-444e-b483-a71ea1d73f59 · outbound

This paper cites I hope my data can help manage the virus pandemic.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore I hope my data can help manage the virus pandemic

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:59.585418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bd40acd7-630c-4388-975a-234486cad488 · outbound

This paper cites Model performance Table 1 presents a performance comparison between NoNPSA and baseline parametric approaches.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Model performance Table 1 presents a performance comparison between NoNPSA and baseline parametric approaches

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:59.447997Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5e8a25ef-90c9-4a56-8c85-082ce1cab1e9 · outbound

This paper cites an unresolved cited work.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-06T21:59:59.191896Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 37711dc3-0c3d-41a5-9c5b-847f1b9fcd9c · outbound

This paper cites Mak- ing cough count in tuberculosis care,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Mak- ing cough count in tuberculosis care,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:58.954762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d4fb42d3-d859-413f-b73e-eb4ccd16fef1 · outbound

This paper cites Human-centred artificial intelligence for mobile health sensing: challenges and opportunities,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Human-centred artificial intelligence for mobile health sensing: challenges and opportunities,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:58.590305Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fa07579b-ee7b-4bfb-8c5c-1497c24a0eb5 · outbound

This paper cites Exploring machine learning for audio-based respiratory condition screening: A concise review of databases, methods, and open issues,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Exploring machine learning for audio-based respiratory condition screening: A concise review of databases, methods, and open issues,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:58.332416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 480598ab-e054-4218-b5b6-83770a65d7e1 · outbound

This paper cites A cough-based algorithm for automatic diagnosis of pertussis,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore A cough-based algorithm for automatic diagnosis of pertussis,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:58.062284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 254be918-ec71-49ec-ab22-6c1076a31db2 · outbound

This paper cites Piece- wise position encoding in convolutional neural network for cough-based COVID-19 detection,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Piece- wise position encoding in convolutional neural network for cough-based COVID-19 detection,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:57.669113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9626b9c4-03fb-4a2e-88da-73aa5e0d8810 · outbound

This paper cites Exploring self-supervised representation ensembles for COVID-19 cough classifi- cation,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Exploring self-supervised representation ensembles for COVID-19 cough classifi- cation,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:57.383113Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 677ff737-1e99-4a62-97a3-9c4e60480c96 · outbound

This paper cites HeAR -- Health Acoustic Representations.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore HeAR -- Health Acoustic Representations

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T21:59:51.395175Z

Source-reported events for the cited work

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Observation 5d6498c3-4863-4726-99c8-4a97069469d8 · outbound

This paper cites WavRx: a disease-agnostic, generalizable, and privacy-preserving speech dealth di- agnostic model,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore WavRx: a disease-agnostic, generalizable, and privacy-preserving speech dealth di- agnostic model,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:57.127216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation b6fbd61c-7bf5-4ca3-9118-8aefeff708e3 · outbound

This paper cites Multi-objective non- intrusive hearing-aid speech assessment model,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Multi-objective non- intrusive hearing-aid speech assessment model,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:56.765199Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c4e2f237-084e-4095-b768-9e98c145d7ae · outbound

This paper cites A re- view on subjective and objective evaluation of synthetic speech,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore A re- view on subjective and objective evaluation of synthetic speech,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:56.455430Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 21b61e49-b508-498d-9b31-38e0b89167a2 · outbound

This paper cites What does it mean for a language model to preserve privacy?,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore What does it mean for a language model to preserve privacy?,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:56.113491Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation bf92f651-8a7d-4a98-bfd5-27adbecd9f52 · outbound

This paper cites Certified data removal from machine learning models,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Certified data removal from machine learning models,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:55.717853Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 43b62c4a-87a9-421b-a3a6-c6c2972d4050 · outbound

This paper cites Reliable, Adaptable, and Attributable Language Models with Retrieval.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Reliable, Adaptable, and Attributable Language Models with Retrieval

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T21:59:51.871406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 660a223f-d5c2-401a-ad6f-c9891e7657a2 · outbound

This paper cites SILO language models: Isolating legal risk in a nonparametric datastore,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore SILO language models: Isolating legal risk in a nonparametric datastore,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:55.330279Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation db2240e3-404a-4713-9bf1-a18d1d67488c · outbound

This paper cites Generalization through memorization: Nearest neighbor language models,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Generalization through memorization: Nearest neighbor language models,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:55.078838Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d637acb8-e156-4133-b7fe-a9ec74895a83 · outbound

This paper cites RAMP: Retrieval-augmented MOS prediction via confidence-based dynamic weighting,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore RAMP: Retrieval-augmented MOS prediction via confidence-based dynamic weighting,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:54.793501Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fcf30090-cd78-4767-a723-259fedd9cb7b · outbound

This paper cites HuBERT: Self-supervised speech rep- resentation learning by masked prediction of hidden units,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore HuBERT: Self-supervised speech rep- resentation learning by masked prediction of hidden units,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:54.360961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e0388871-0b70-466d-8ff5-02b046755c44 · outbound

This paper cites Least squares quantization in pcm,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Least squares quantization in pcm,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:53.972094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c8a5b228-a30e-41b7-a166-60115d2fef5d · outbound

This paper cites Silhouettes: a graphical aid to the interpretation and validation of cluster analysis,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Silhouettes: a graphical aid to the interpretation and validation of cluster analysis,

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:53.883619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 367cb162-49e2-48e2-b49b-a83f74aa85fc · outbound

This paper cites COVID- 19 sounds: a large-scale audio dataset for digital respi- ratory screening,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore COVID- 19 sounds: a large-scale audio dataset for digital respi- ratory screening,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:53.762403Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a787231d-c316-4e4c-b81d-81a9fc302d29 · outbound

This paper cites Coswara: A respiratory sounds and symptoms dataset for remote screening of SARS-CoV-2 infection,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Coswara: A respiratory sounds and symptoms dataset for remote screening of SARS-CoV-2 infection,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:53.627722Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 14570efe-e933-4728-ac53-02ba2087aefe · outbound

This paper cites The Faiss library.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore The Faiss library

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T21:59:52.475497Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c48f037e-ff36-4054-bfe6-a086622818a0 · outbound

This paper cites Generalization ability of MOS pre- diction networks,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Generalization ability of MOS pre- diction networks,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:53.515628Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a1c5adc9-14f5-4f1d-85c6-3c9a6fa84339 · outbound

This paper cites InQSS: a speech intelligi- bility and quality assessment model using a multi-task learning network,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore InQSS: a speech intelligi- bility and quality assessment model using a multi-task learning network,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:53.399496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 500f717b-36cc-44b0-ac90-3555d87fa337 · outbound

This paper cites Spoken language recognition using x-vectors.,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Spoken language recognition using x-vectors.,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:53.262243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 54d172a6-d3a9-47bb-99ac-cabdbefeeffc · outbound

This paper cites Self-supervised models of audio effectively explain hu- man cortical responses to speech,.

Adaptable Non-parametric Approach for Speech-based Symptom Assessment: Isolating Private Medical Data in a Retrieval Datastore Self-supervised models of audio effectively explain hu- man cortical responses to speech,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T21:59:53.128182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

Observation c3df0f34-f87f-469f-aae7-f5deea84ffff · inbound