Paper Citation Record · LEDGER

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization

As of 22 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 1 inbound Pith citation observation for arXiv:2606.05561.

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

pith.paper-citation-record.v1
2606.05561 v1

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T02:03:42.928266Z

measured 29 of 29 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-28T02:03:42.928266Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-02T12:36:56.319737Z

Reference resolution

28 of 28 outbound references displayed

verified exact5
verified fuzzy0
unresolved18
parse uncertain0
malformed identifier1
metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f360986d-4b06-470a-bbb8-6d1abb45bebb · outbound

This paper cites Speech-based screening offers scalable, non-invasive depression detection as acoustic features encode clinically rel- evant biomarkers [3, 4].

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization Speech-based screening offers scalable, non-invasive depression detection as acoustic features encode clinically rel- evant biomarkers [3, 4]

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c74f9205-7e74-4c19-ae9a-bf9b5d4d2ade · outbound

This paper cites InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T12:36:56.321063Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation bb1a6fe4-ffd8-48de-a420-8eec41dc50c6 · outbound

This paper cites InfoShield Architecture Figure 1 illustrates the overall InfoShield framework.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization InfoShield Architecture Figure 1 illustrates the overall InfoShield framework

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc3f7755-80a1-4499-bcae-ac551101f83e · outbound

This paper cites an unresolved cited work.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization Unresolved cited work

Reference 4

Resolution: malformed identifier; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 992b6ef4-f92c-4d3e-9bab-6db48d8059cd · outbound

This paper cites By integrating VIB compression with TimeAwareMINE, we achieve utility-privacy balance for healthcare applications.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization By integrating VIB compression with TimeAwareMINE, we achieve utility-privacy balance for healthcare applications

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4327bde-884f-47fb-b7c4-862f71194f23 · outbound

This paper cites All core research contributions were completed by the authors, in- cluding idea conception, initial drafting, related work analysis, code implementation, and data preprocessing.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization All core research contributions were completed by the authors, in- cluding idea conception, initial drafting, related work analysis, code implementation, and data preprocessing

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95762acd-9b21-4d47-aee9-e95fc08c7092 · outbound

This paper cites Thin slices of depression: Improving depression detection performance through data segmentation,.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization Thin slices of depression: Improving depression detection performance through data segmentation,

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 746d58f2-f4a2-4892-a80f-46bd38c32d19 · outbound

This paper cites World mental health report: Transforming mental health for all,.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization World mental health report: Transforming mental health for all,

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5ad58a73-d158-4b68-8958-41026b783caa · outbound

This paper cites 2024.Global status report on alcohol and health and treatment of substance use disorders.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization 2024.Global status report on alcohol and health and treatment of substance use disorders

Reference 9

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T12:36:56.314882Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation fa0f4a57-6b6e-45ae-b444-f6d367984d0b · outbound

This paper cites Speech analysis for health: Current state-of-the-art and the increasing impact of deep learning,.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization Speech analysis for health: Current state-of-the-art and the increasing impact of deep learning,

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d2cbba2-42da-4c71-b5b1-1a4881a0ebd1 · outbound

This paper cites V oice-based detec- tion of alzheimer’s disease using machine learning,.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization V oice-based detec- tion of alzheimer’s disease using machine learning,

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d3bef61-a528-48f8-a04b-2a6b01005502 · outbound

This paper cites The androids corpus: A new publicly available benchmark for speech based depression detection,.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization The androids corpus: A new publicly available benchmark for speech based depression detection,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f2d20473-0e01-4890-bf00-06358252e179 · outbound

This paper cites Adversarial-based training for asr-robust speaker verification and voice id-hiding,.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization Adversarial-based training for asr-robust speaker verification and voice id-hiding,

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 853d024f-f83d-41c8-b646-3e49b6f2e7fd · outbound

This paper cites Differential privacy,.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization Differential privacy,

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b6cc312-e838-4e49-a0ac-6a993cb5189c · outbound

This paper cites Probing mental health information in speech foundation models.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization Probing mental health information in speech foundation models

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:36:56.312548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation dc2d6878-2305-42f0-a243-560afa0f38b5 · outbound

This paper cites Deep neural network embeddings for text-independent speaker verification,.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization Deep neural network embeddings for text-independent speaker verification,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 222f4c8a-bef0-430c-aad4-fae8851aef2e · outbound

This paper cites Speaker Anonymization Using X-vector and Neural Waveform Models.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization Speaker Anonymization Using X-vector and Neural Waveform Models

Reference 17

Resolution: verified exact; local_arxiv, observed 2026-07-02T12:36:56.309693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8bb92757-ce04-4629-b179-fa75c481dbb5 · outbound

This paper cites Goodfellow, H.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization Goodfellow, H

Reference 18

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T02:11:29.234434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 531258ff-9ca8-441c-a5fb-11d38beefa5a · outbound

This paper cites Federated learning with differen- tial privacy for end-to-end speech recognition,.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization Federated learning with differen- tial privacy for end-to-end speech recognition,

Reference 19

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:36:56.312328Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 5b676718-7ba2-4c63-b38f-8999a5864245 · outbound

This paper cites The information bottle- neck method,.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization The information bottle- neck method,

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0b73f24-1653-43fe-9f5a-37e517d08d6a · outbound

This paper cites MINE: Mutual Information Neural Estimation.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization MINE: Mutual Information Neural Estimation

Reference 21

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:36:56.318073Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation e6a5ee62-fce8-4a1e-b0f8-ea1275663b1f · outbound

This paper cites Club: A contrastive log-ratio upper bound of mutual information,.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization Club: A contrastive log-ratio upper bound of mutual information,

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d322868-c5a8-45f5-820c-2b4cd1657611 · outbound

This paper cites Learning speaker representations with mutual information,.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization Learning speaker representations with mutual information,

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 274288af-8b2d-44b7-8314-883fae47eb16 · outbound

This paper cites On variational bounds of mutual information,.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization On variational bounds of mutual information,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dabfbd56-6831-4555-9d23-563724d449ac · outbound

This paper cites Universal Semantic Disentangled Privacy-preserving Speech Representation Learning.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization Universal Semantic Disentangled Privacy-preserving Speech Representation Learning

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-07-02T12:36:56.318538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 8e949106-ab94-4b6b-bf63-027634172f05 · outbound

This paper cites Safeear: Con- tent privacy-preserving audio deepfake detection,.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization Safeear: Con- tent privacy-preserving audio deepfake detection,

Reference 26

Resolution: unresolved; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 54eeae9a-1d21-4ab5-8bad-ec1bff25e533 · outbound

This paper cites an unresolved cited work.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization Unresolved cited work

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-28T02:03:42.928266Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c077ef10-9bd0-45f8-a057-8bb4fa63b2f8 · outbound

This paper cites Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks.

InfoShield: Privacy-Preserving Speech Representations for Mental Health Screening via Information-Theoretic Optimization Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks

Reference 29

Resolution: metadata mismatch; local_arxiv, observed 2026-07-02T12:36:56.323904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

Observation c74f9205-7e74-4c19-ae9a-bf9b5d4d2ade · inbound