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Paper Citation Record · LEDGER

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities

As of 10 August 2026, this Paper Citation Record lists 100 of 131 outbound references and 1 inbound Pith citation observation for arXiv:2502.00451.

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

pith.paper-citation-record.v1
2502.00451 v3

Coverage vector

measured 100 of 131 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T18:58:32.946580Z

measured 101 of 101 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 2026-08-05T20:51:39.709515Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T05:30:23.456663Z

Reference resolution

100 of 131 outbound references displayed

  • verified exact24
  • verified fuzzy0
  • unresolved69
  • parse uncertain0
  • malformed identifier4
  • metadata mismatch3

External citation measurements

1
pith, observed 2026-08-10T05:30:23.456663Z

Outbound references

Observation 566999d7-1362-4e5c-8a28-bed37ed366c5 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 1

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no resolver link, observed 2026-08-09T18:58:31.625547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:31.625547Z digest=sha256:1aa80d88fac4dfc994759d406ff199e5f27251e2a3fe87d6fa5bb1460837d326

Observation fbd059fc-c172-4379-b0fd-9705b30c1241 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 2

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no resolver link, observed 2026-08-09T18:58:31.684523Z

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source=pdf_text observed=2026-08-09T18:58:31.684523Z digest=sha256:8b635a291b667aea0e4b7e51c42afd57e15a1d005ba6698045d1846b3c275713

Observation 1ef024bd-a569-4eda-a341-3229cb3aee61 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 3

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verified exact
doi, observed 2026-08-09T18:58:35.297237Z

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.

source=pdf_text observed=2026-08-09T18:58:31.689824Z digest=sha256:64e6fb6ee0920b97ea68606e213b22b90571b75d7846354723fa75cbb70d430b

Observation ccdcc7ae-ab7f-4695-98b0-e21375db48ff · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 4

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no resolver link, observed 2026-08-09T18:58:31.694674Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:31.694674Z digest=sha256:03eb1d3ca0eb0d52570acb5f80cbd0ed188723ccc51b3cd4c8ff7f6155dc70e0

Observation 8c232a31-c3fc-4b4e-b9b6-b86c642fd9f9 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 5

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:31.699180Z digest=sha256:764ef45c8776cacc8eb54c406a65dfd4ef709a9510f73f1fbb5375d870baa838

Observation 059e8bfa-1da3-4b97-a66c-0f93709b8d68 · outbound

This paper cites K., Lim, M.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities K., Lim, M

Reference 6

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no resolver link, observed 2026-08-09T18:58:31.704301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:31.704301Z digest=sha256:aa83d1bfb3e2d089076e7ef09ac6efd122bff893cbcc0d1624840112b80a9f6e

Observation 897a6738-50b5-4486-b2dc-09ed0b13a23a · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 7

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verified exact
doi, observed 2026-08-09T18:58:35.281360Z

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.

source=pdf_text observed=2026-08-09T18:58:31.709810Z digest=sha256:852749acfb5bc430b3673c02b90ecb89df8551ee2ab41455c6296bd2a33f95f2

Observation 220eb8d4-0445-425b-bdec-c015770d1a6a · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 8

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malformed identifier
no resolver link, observed 2026-08-09T18:58:31.715367Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:31.715367Z digest=sha256:e17ebf446f980524198bab1d6ae061be643d96442516ecaaa5cb51685fd21272

Observation b31ed240-79ce-46e5-b091-701d9cda9751 · outbound

This paper cites & Ren, Z.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Ren, Z

Reference 9

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no resolver link, observed 2026-08-09T18:58:31.720527Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:31.720527Z digest=sha256:1bb0fd1eada9bba27b1b584a1c5938961e6db1b90241b42d4e64f2a30544719f

Observation 1331821e-b159-480f-b5da-9c580ff253f8 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 10

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unresolved
no resolver link, observed 2026-08-09T18:58:31.726032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:31.726032Z digest=sha256:cb3c56271c376ec0278a4a34f42d8e63de2d34b4e84e5bcfdd930811d303e6e8

Observation faacecc2-2aa3-4f4f-a9e4-9434b0c59135 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 11

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no resolver link, observed 2026-08-09T18:58:31.730636Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:31.730636Z digest=sha256:a3b3465804909a1c0cd54382690606cd1f622176c58a81a4c5eda6a556080668

Observation f6ae18d3-5186-484a-9e88-00094ccfb6fe · outbound

This paper cites Multimodal Machine Learning in Mental Health: A Survey of Data, Algorithms, and Challenges.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Multimodal Machine Learning in Mental Health: A Survey of Data, Algorithms, and Challenges

Reference 12

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no resolver link, observed 2026-08-09T18:58:31.736177Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T18:58:31.736177Z digest=sha256:05ffd8e53570f81d359994a7a43f885405930b57e404c70d2150a7283a27d186

Observation b174419b-8463-4a08-95db-7e823681b5e1 · outbound

This paper cites R., Warnita, T., Uto, K.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities R., Warnita, T., Uto, K

Reference 13

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no resolver link, observed 2026-08-09T18:58:31.742081Z

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source=pdf_text observed=2026-08-09T18:58:31.742081Z digest=sha256:412745384d894df6fee8190dd415b40e3fb19f4baf55f00508af2d9cd9a50578

Observation d02ba007-dd0d-4014-9fad-bf15cb9a4444 · outbound

This paper cites & Morency, L.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Morency, L

Reference 14

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malformed identifier
no resolver link, observed 2026-08-09T18:58:31.746702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:31.746702Z digest=sha256:0121b1c00ebc5a0c676be6e1489712dc17245d664c8c622238017c9e98c7aed2

Observation 41dc3bdd-20e7-4568-877e-9236fd3f3273 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 15

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no resolver link, observed 2026-08-09T18:58:31.752898Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:31.752898Z digest=sha256:71d48eee9a689d844a65232469b46b341af1e0b3a09f6d02c9cecb0896144b83

Observation e616d8a8-512f-402a-9be4-f49be3f3bb15 · outbound

This paper cites & Mahmoud, M.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Mahmoud, M

Reference 16

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no resolver link, observed 2026-08-09T18:58:31.758344Z

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source=pdf_text observed=2026-08-09T18:58:31.758344Z digest=sha256:33f7fe4d0a9c2287e9a93bf83257bcfce2e7c70c7e5d4c2bd24cc5cde337d730

Observation 6e189cba-b157-4e39-9170-f7b5d43442d4 · outbound

This paper cites Multimodal assessment of schizophrenia symptom severity from linguistic, acoustic and visual cues.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Multimodal assessment of schizophrenia symptom severity from linguistic, acoustic and visual cues

Reference 17

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source=pdf_text observed=2026-08-09T18:58:31.763244Z digest=sha256:5be9cb018294409d948795de10bf437bdec4f83d020225a26fbd5d73bea48d33

Observation 9160e050-413a-4386-9e62-65d447653406 · outbound

This paper cites & Wang, K.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Wang, K

Reference 18

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no resolver link, observed 2026-08-09T18:58:31.768827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:31.768827Z digest=sha256:2ec29986cd6d57cb671998aad09b3d0206f7b469de3a2e9c4068e557a0b53f6e

Observation 50ae80f3-a1aa-4376-97e4-e838aced839e · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 19

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no resolver link, observed 2026-08-09T18:58:31.773775Z

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source=pdf_text observed=2026-08-09T18:58:31.773775Z digest=sha256:15f5193820e276452da0c511fbd3d10e0bf30b403f8ff699040de7fae03c9f50

Observation ae64ffd7-3f5b-4a4e-8696-62f7449b14a6 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 20

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no resolver link, observed 2026-08-09T18:58:31.778820Z

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source=pdf_text observed=2026-08-09T18:58:31.778820Z digest=sha256:afd85d318ffb7cb95bd7889d42b5b4740b83cc47119d0d90273d9ef2fa99daf7

Observation d7b29f37-9bca-49c7-b5a8-9136b37906b8 · outbound

This paper cites Health insurance portability and accountability act of 1996.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Health insurance portability and accountability act of 1996

Reference 21

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source=pdf_text observed=2026-08-09T18:58:31.783537Z digest=sha256:af4dc6fa399a8d4fdfdfb4c9e7801f9cbd33b0ab0a48876958162c13b473534e

Observation 14ff9934-a528-4b81-9a9f-b81bbdc94b30 · outbound

This paper cites & Shmatikov, V.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Shmatikov, V

Reference 22

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no resolver link, observed 2026-08-09T18:58:31.788338Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:31.788338Z digest=sha256:7ac93632ab0cc2c0dbb21356531ce048d5ba26eb5d4edb698aab88cc76135e8d

Observation 06695bd6-86f6-4105-8106-b99a97576b59 · outbound

This paper cites & Raghunathan, A.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Raghunathan, A

Reference 23

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no resolver link, observed 2026-08-09T18:58:31.793282Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:31.793282Z digest=sha256:cd97ad8e4050b8f0170a27728977136b7fc9c0c5fc779a0b12680fec4b1893ef

Observation 05ccb315-3352-4f23-ae3a-e5581e9846e6 · outbound

This paper cites & Song, D.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Song, D

Reference 24

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no resolver link, observed 2026-08-09T18:58:31.798237Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:31.798237Z digest=sha256:a66cbac497857eacd5dd378c9035ee0577be1342ce71713a76b9ec67a5375dfa

Observation 53864ef1-c3f5-44a5-be90-87abf4de3a9c · outbound

This paper cites Privacy Leakage in Text Classification: A Data Extraction Approach.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Privacy Leakage in Text Classification: A Data Extraction Approach

Reference 25

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verified exact
local_arxiv, observed 2026-08-09T18:58:35.217702Z

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

source=pdf_text observed=2026-08-09T18:58:31.803134Z digest=sha256:b680ecf96987ee063433f64b774353a1c239d1906619f167f14a5d84b8e516ab

Observation dcdaf04f-17e1-4b35-8be3-4edd464c9d15 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 26

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no resolver link, observed 2026-08-09T18:58:31.808588Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:31.808588Z digest=sha256:1b49bb7a714a067dff510be5c12f229d95c10393e4a39bdd1e73b063dc7c2a46

Observation 2d0a4837-7e2e-4b0f-bc38-086f98fbe15a · outbound

This paper cites & Zhou, S.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Zhou, S

Reference 27

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no resolver link, observed 2026-08-09T18:58:31.845800Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:31.845800Z digest=sha256:026c09f3fc4c6492ab0333f40b779c1ac035c5672550b32b5d6996bdd7ee72c8

Observation fb2e92f8-5a4f-4e7f-b9b4-9e12ecda2d74 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 28

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verified exact
doi, observed 2026-08-09T18:58:35.184414Z

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.

source=pdf_text observed=2026-08-09T18:58:31.896414Z digest=sha256:a19444430abf9f9d6421096b2e22c35997a799ae9fb01d1b2ddb2515e4aa7dab

Observation 0320f1d1-02a5-4919-8468-862f7a04e716 · outbound

This paper cites & Skala, P.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Skala, P

Reference 29

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verified exact
doi, observed 2026-08-09T18:58:34.994005Z

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.

source=pdf_text observed=2026-08-09T18:58:31.953540Z digest=sha256:f82b50231f15bcdd2a22e09fa298aa5c1b0cf0050ad87ee88de576413efaa66f

Observation 6a05aefb-1aa5-4bc2-9774-579c115b538b · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 30

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no resolver link, observed 2026-08-09T18:58:31.993739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:31.993739Z digest=sha256:14fc06ebbc4c5aa4c2420ed12da1be417af497c2ee31fb39036d5ca8a5bedf2a

Observation 951c80d9-bb6a-4dd7-ad96-9811c5849429 · outbound

This paper cites The VoicePrivacy 2024 Challenge Evaluation Plan.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities The VoicePrivacy 2024 Challenge Evaluation Plan

Reference 31

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no resolver link, observed 2026-08-09T18:58:32.082233Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T18:58:32.082233Z digest=sha256:767b2120b165707354f18af25cc3601142c11c84e2b1422b083e34b26b64de1b

Observation b85ed308-bcfb-455a-9ae5-853e0c144314 · outbound

This paper cites & Kankanhalli, M.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Kankanhalli, M

Reference 32

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no resolver link, observed 2026-08-09T18:58:32.087738Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:32.087738Z digest=sha256:06512dd5f84dc007aa50b9d26ef549d90276ea87d99596256f741f4ec16f755a

Observation 5530a38c-337f-4fc9-b7b1-9e8f0f831646 · outbound

This paper cites SoulChat: Improving LLMs’ empathy, listening, and comfort abilities through fine-tuning with multi-turn empathy conversations.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities SoulChat: Improving LLMs’ empathy, listening, and comfort abilities through fine-tuning with multi-turn empathy conversations

Reference 33

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no resolver link, observed 2026-08-09T18:58:32.092773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:32.092773Z digest=sha256:92a5bc05a48d35c4cb8f2a03964dd7dd98098ba79db0344d0ca54a3c4b14ef98

Observation 90bc3069-dcff-47b6-bfec-f955562902ef · outbound

This paper cites & Zhang, Y.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Zhang, Y

Reference 34

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no resolver link, observed 2026-08-09T18:58:32.097919Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T18:58:32.097919Z digest=sha256:f6e9bce4593c7779eacec7c2632e28f5239f0dcb16adc6e1ed5d16ce4c3a87ca

Observation 288e3f2e-1f47-44a7-a547-4e8ab0524e84 · outbound

This paper cites Patient-ψ: Using large language models to simulate patients for training mental health professionals.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Patient-ψ: Using large language models to simulate patients for training mental health professionals

Reference 35

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no resolver link, observed 2026-08-09T18:58:32.102896Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T18:58:32.102896Z digest=sha256:97fa3d862e49c9972a3ff292cfe92e1c9ef939662ff100a93948c39276fb6372

Observation 4f608d9a-2dea-4e86-8f37-fdd5b3434858 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 36

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no resolver link, observed 2026-08-09T18:58:32.108359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-09T18:58:32.108359Z digest=sha256:a02fcf886e3146a7c820678feb5db454ca055da9ea70d4dc7a8e55aa220a9e7e

Observation c6fcef87-fa00-4661-8660-a5bddd245d10 · outbound

This paper cites Synthetic Patients: Simulating Difficult Conversations with Multimodal Generative AI for Medical Education.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Synthetic Patients: Simulating Difficult Conversations with Multimodal Generative AI for Medical Education

Reference 37

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no resolver link, observed 2026-08-09T18:58:32.113624Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-09T18:58:32.113624Z digest=sha256:196db855643390098f22d4b07d3327010056867cb5ab854900cd3fc47b3f7fe5

Observation de811a42-3d86-41a5-8db6-283af396d939 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 38

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no resolver link, observed 2026-08-09T18:58:32.118608Z

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Observation 2534e899-bb10-4330-9fc4-1c1ea8cb50d8 · outbound

This paper cites Context-Aware Differential Privacy for Language Modeling.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Context-Aware Differential Privacy for Language Modeling

Reference 39

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source=pdf_text observed=2026-08-09T18:58:32.123275Z digest=sha256:92ac0926882ac13faa86cb8b88d58044fec265a1bda1aec37d98ad1474ab0363

Observation 43ed67d0-e127-46bd-acfe-bbba91eaa807 · outbound

This paper cites & Giuffrida, V.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Giuffrida, V

Reference 40

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Observation 6132bb67-05a9-4e48-91ad-c11dc6f37264 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 41

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source=pdf_text observed=2026-08-09T18:58:32.134260Z digest=sha256:65205226171845146a8391fe004201753f06b8049bcf1f3999b7667b3c132f3c

Observation 5f7c8906-d4b5-4bff-95f8-501c35073f89 · outbound

This paper cites & Tuyls, J.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Tuyls, J

Reference 42

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Observation 68df368d-aced-4fca-82bc-b4bc4382ad65 · outbound

This paper cites Training Large ASR Encoders with Differential Privacy.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Training Large ASR Encoders with Differential Privacy

Reference 43

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source=pdf_text observed=2026-08-09T18:58:32.144906Z digest=sha256:94680fdb31d31712f600a19ede40887d69ee2e791d3635cff919e727dc4349a6

Observation fc4c5bc3-ed66-4add-aafc-ff82ea774ba1 · outbound

This paper cites & Karypis, G.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Karypis, G

Reference 44

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Observation 5e5a9994-9588-4a31-8fcf-a75b22105b9c · outbound

This paper cites X., Chiu, J.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities X., Chiu, J

Reference 45

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source=pdf_text observed=2026-08-09T18:58:32.155464Z digest=sha256:24f6ca6632c566e56e39dd44028630ef11374c3ebf355abdd1ea728c77acdbb9

Observation f48f4fc5-ee1e-4511-a2bf-7568f2e2a852 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 46

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source=pdf_text observed=2026-08-09T18:58:32.160176Z digest=sha256:ec8ab06be945394a9b18f864d2160bff1d13c66f9782bee3e5c8a5791e2aafe1

Observation 1942bb75-aade-4bd8-ae74-f96fdb35f0c9 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 47

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source=pdf_text observed=2026-08-09T18:58:32.164649Z digest=sha256:31f292965594d37d019e5723fdfe78ea428ac6c45ba670cbc616d683fc812007

Observation 67f6f67f-d462-4d3c-aa18-6f4bcebeea41 · outbound

This paper cites & Jha, S.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Jha, S

Reference 48

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source=pdf_text observed=2026-08-09T18:58:32.169248Z digest=sha256:cf4054888713b9e5ee2902a5f8e013447de6d39075f21f65935a74dd6f17b4f0

Observation c97f3aa3-c4a9-47c6-ab08-fc298a445217 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 49

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source=pdf_text observed=2026-08-09T18:58:32.173917Z digest=sha256:a6595f21a77dae607677ab85b9723a8cbe4bd07a1cb55b855fdbdbe558cac0b5

Observation 10fc8231-24ba-4fba-ae81-f707b8a6ede4 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 50

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source=pdf_text observed=2026-08-09T18:58:32.181506Z digest=sha256:9742d4a5bcd056422af4af67247c05a836906d548effce837acfda701bda455e

Observation b0d96203-3ec9-4469-9da9-9a4b6c63ceea · outbound

This paper cites Synthetic Data: Revisiting the Privacy-Utility Trade-off.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Synthetic Data: Revisiting the Privacy-Utility Trade-off

Reference 51

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source=pdf_text observed=2026-08-09T18:58:32.211396Z digest=sha256:7adade81a51c72cc9f8ce69224313306133e74eebbc5ef12fab07c1e684f02fd

Observation e822401d-dc98-4afe-8a2f-519e0ce4e73b · outbound

This paper cites A Benchmark for Multi-speaker Anonymization.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities A Benchmark for Multi-speaker Anonymization

Reference 52

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source=pdf_text observed=2026-08-09T18:58:32.297771Z digest=sha256:c34cbbf67d4e5f33af9e2eae76884cad3414f4c6953067abe90883e852ba0402

Observation a091dafd-227f-49cd-b892-98fe332d528c · outbound

This paper cites Interactive Agents: Simulating Counselor-Client Psychological Counseling via Role-Playing LLM-to-LLM Interactions.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Interactive Agents: Simulating Counselor-Client Psychological Counseling via Role-Playing LLM-to-LLM Interactions

Reference 53

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source=pdf_text observed=2026-08-09T18:58:32.315741Z digest=sha256:f78827e503ca84a2585100f68c76c6353bc77c6d2f05190061796beee8208316

Observation 75b01bb5-768b-4c9d-bdd5-f81ca8207b18 · outbound

This paper cites & Osman, H.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Osman, H

Reference 55

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source=pdf_text observed=2026-08-09T18:58:32.362608Z digest=sha256:13deb5ea3a34e808113e62557335fddc71bc435648ecc66c05f5302791290b97

Observation 592e28cd-f313-4358-b712-e290836fa36d · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 56

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source=pdf_text observed=2026-08-09T18:58:32.367655Z digest=sha256:6cdeeadec54c1cb444242f9aa46f3f2ce4298a265a51dcccc626435d69de343a

Observation caa747c1-bcd5-491c-9d79-0eb530415ea6 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 57

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source=pdf_text observed=2026-08-09T18:58:32.372716Z digest=sha256:4c361a8aede1679dd86d7976371b0fcb47b76cbb7f46a26255f713bdc07f8428

Observation 321171f8-903e-4b9e-a99b-533a68befb70 · outbound

This paper cites & Shmatikov, V.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Shmatikov, V

Reference 58

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source=pdf_text observed=2026-08-09T18:58:32.379111Z digest=sha256:46ed3e1805784192beca18e79dbf3f521cecfb44422541df3e39871a0e42f79d

Observation 460c006f-bb3d-4ae1-a8f0-5e17569ddeae · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 59

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source=pdf_text observed=2026-08-09T18:58:32.383912Z digest=sha256:490272af4a26f8fa413ed957cc756d0677435e3fc8e47a5b21c6b97dfb97ae3a

Observation df855575-f804-4849-9bed-43d7a14b1d06 · outbound

This paper cites & Verkholyak, O.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Verkholyak, O

Reference 60

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source=pdf_text observed=2026-08-09T18:58:32.388987Z digest=sha256:160448c5b21d45ba3d1f03268492ee3ff299bd2282482f78767d450cabf7d668

Observation 34470452-4f5b-47be-8a06-83faef95eca2 · outbound

This paper cites Parameter Estimation in a Noisy 1D Environment via Two Absorbing Receivers.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Parameter Estimation in a Noisy 1D Environment via Two Absorbing Receivers

Reference 61

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source=pdf_text observed=2026-08-09T18:58:32.393974Z digest=sha256:f5ef7c86459e38ea7dd3a0886c989cce6fb705ada0ac679ca3ffe94b109d870a

Observation a5ae4312-3b31-4043-8838-c1265f021628 · outbound

This paper cites & Kim, K.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Kim, K

Reference 62

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source=pdf_text observed=2026-08-09T18:58:32.398777Z digest=sha256:ae2612ac445f16aa20263fcb3d0f7622089b9a019e8860fc1ea23a59c916515f

Observation 20a1a96b-0f7a-4f8c-a17d-00d18bebe229 · outbound

This paper cites & Sun, J.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Sun, J

Reference 63

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source=pdf_text observed=2026-08-09T18:58:32.403217Z digest=sha256:9ab16c9f795a04b4981063133c2ed27cecbe5a68c8bc53bad5230b5b456822f0

Observation 223c1329-5153-4171-90ab-1fde90aca36e · outbound

This paper cites & Philbin, J.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Philbin, J

Reference 64

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source=pdf_text observed=2026-08-09T18:58:32.407877Z digest=sha256:5c9989e016980365fa35a6d958f760b306623c3a91da589e9055186525810854

Observation d698d98b-522d-4c6f-90fd-13f0874a427e · outbound

This paper cites & Hinton, G.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Hinton, G

Reference 65

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source=pdf_text observed=2026-08-09T18:58:32.412960Z digest=sha256:b06ad4ea7b58ca809051139987e54b23d5afdd7f659dd145cbb98bbe1fa84a4b

Observation 0d8a792f-f007-4460-9803-43a21b031718 · outbound

This paper cites & Brox, T.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Brox, T

Reference 66

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source=pdf_text observed=2026-08-09T18:58:32.419104Z digest=sha256:9ed5d34bc71b62df9028a1009a2ab5a33703a5753efd67466fbf1d0471b170b3

Observation 89185113-33c1-4785-8025-4a4615f3205b · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 67

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source=pdf_text observed=2026-08-09T18:58:32.424530Z digest=sha256:f5dcecbe6ba66eff4c9ac6d0ec5a85b9481b53f6a4e9f05e1945743d202f6457

Observation 2b7e94cd-11cc-48f5-a2c2-49fda28b65e1 · outbound

This paper cites 3d face reconstruction with dense landmarks.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities 3d face reconstruction with dense landmarks

Reference 68

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source=pdf_text observed=2026-08-09T18:58:32.429400Z digest=sha256:397bd556a575c260e96710b9fb54556f302b8899faa8cb1bdd675f059236be92

Observation 1cd41ee1-ba96-4f86-8637-98e434eaff68 · outbound

This paper cites & Wills, C.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Wills, C

Reference 69

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source=pdf_text observed=2026-08-09T18:58:32.434248Z digest=sha256:3ee61794125912b9fc39040d592429837ef6569c25d9289d9c2d98cf77bdc597

Observation fc1f3c7c-2d7f-49d7-8a44-1acaca24368e · outbound

This paper cites & Dua, M.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Dua, M

Reference 70

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source=pdf_text observed=2026-08-09T18:58:32.439135Z digest=sha256:dd49bceedd37f440a006ddd03ebf1a88a3040609f0b348c98219b09f84fe0574

Observation 9fe1b979-9231-45f4-b318-0572373f876f · outbound

This paper cites & Kasak, P.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Kasak, P

Reference 71

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source=pdf_text observed=2026-08-09T18:58:32.444182Z digest=sha256:05d4d8ea448bb3de5c33dfc4cd4d1e909fc32d02164bccaf03e07353824a4d4f

Observation 59de7bae-9601-4443-9de2-21dd99ced022 · outbound

This paper cites & Atri, M.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Atri, M

Reference 72

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source=pdf_text observed=2026-08-09T18:58:32.449934Z digest=sha256:ceb5b4b08c7f06b7c61f27f866fbc7c73d6f5b5463acf949c72bca6a5285502b

Observation 3eba3e6f-7ff9-42f8-94cf-aa0ac49d42af · outbound

This paper cites T., Terhörst, P.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities T., Terhörst, P

Reference 73

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Observation 7e811d9b-4f7c-47f8-84d9-439f40d91321 · outbound

This paper cites & Elgibreen, H.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Elgibreen, H

Reference 74

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source=pdf_text observed=2026-08-09T18:58:32.458783Z digest=sha256:978071171a3768dd728570366185080d7ff6b9ed3122544156a9b7fbb90847c3

Observation 1091f8ff-1296-4955-8a8b-e98e3f683902 · outbound

This paper cites A., Yildirim, R.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities A., Yildirim, R

Reference 75

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Observation 77c2df10-11b3-4161-b4cc-95800740f14b · outbound

This paper cites W., McCarthy, I.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities W., McCarthy, I

Reference 76

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source=pdf_text observed=2026-08-09T18:58:32.467527Z digest=sha256:48384a3d7cb994f6690e9425f4053901767fc8520edcacbf9f3fbdb2e7a6d9d9

Observation ac6ec19d-6aa6-40bf-bf10-1cc619447746 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 77

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source=pdf_text observed=2026-08-09T18:58:32.471765Z digest=sha256:3309f9c54564ef5a90ddad766dbda2de4aa4beca6c8372ec6723a2fbb4afaf7d

Observation 73775739-acd4-4c09-a8ae-31bdf753b3c8 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 78

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Observation 11d224ac-0065-4069-b4ef-dd75dc2f1060 · outbound

This paper cites & Ortega-Garcia, J.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Ortega-Garcia, J

Reference 79

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Observation d8cf6247-cc1d-481a-ade5-cbf4d8d53f44 · outbound

This paper cites & Woo, S.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Woo, S

Reference 80

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Observation f696ccae-9101-4977-84cb-0991200d3d4d · outbound

This paper cites & Dwivedi, Y.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Dwivedi, Y

Reference 81

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Observation 70541c04-5281-4bbc-ad1e-5c94760e9cbc · outbound

This paper cites On Protecting the Data Privacy of Large Language Models (LLMs): A Survey.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities On Protecting the Data Privacy of Large Language Models (LLMs): A Survey

Reference 82

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source=pdf_text observed=2026-08-09T18:58:32.660172Z digest=sha256:40ea369cb83bab7ac3d047934346b7948b12f75a4a833da6f67a101bd2cc5b47

Observation 6b4b8c11-da02-43b6-a8b8-39fedf198ba0 · outbound

This paper cites & Zhang, Y.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Zhang, Y

Reference 83

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Observation c52f386b-db19-4707-a09f-f7c6426d4add · outbound

This paper cites Y ., Uzuner, O.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Y ., Uzuner, O

Reference 84

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source=pdf_text observed=2026-08-09T18:58:32.670732Z digest=sha256:45bcfeb2820862a67235f6c023bea5e9d20acfbe63654950acd15fdcca570205

Observation 935d0e7c-9146-4695-9875-d873a5b8864b · outbound

This paper cites & Lee, J.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Lee, J

Reference 85

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Observation 9c8a0a74-b3d7-40ab-a062-5c4578df3d15 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 86

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source=pdf_text observed=2026-08-09T18:58:32.680848Z digest=sha256:4d315f638781c4b60a054c945ee606f56c813a30ece8b8c0d7703c4f633843d3

Observation 0946bd65-dece-43f5-bf96-f47137b7018e · outbound

This paper cites & Roller, R.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Roller, R

Reference 87

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source=pdf_text observed=2026-08-09T18:58:32.685710Z digest=sha256:da0b1e0eb6bb3a0850eeb30b3f3260ac94fe4f83108b8b38cd1ea2b9d9748182

Observation 54423a54-d24f-4eff-ab77-9a4257e52772 · outbound

This paper cites & Dusek, O.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Dusek, O

Reference 88

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source=pdf_text observed=2026-08-09T18:58:32.690727Z digest=sha256:c05d16f16aad65fe6656be53705d21e4912beef6af8447464ae5314ecad9dbe6

Observation 50bbf909-6a48-4571-8dff-91f35e56f22e · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 89

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Observation 7b4381e2-61fd-4bbd-971e-7e565cea4a77 · outbound

This paper cites S., Dhingra, P., Wang, Z.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities S., Dhingra, P., Wang, Z

Reference 90

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source=pdf_text observed=2026-08-09T18:58:32.701490Z digest=sha256:7eeef518ccd559e3ff0335418daf18db82c584617d6267f53b7edce1f5a942b6

Observation 651ad7b8-c628-49bf-8fc8-2e526dbf16b6 · outbound

This paper cites & Tomashenko, N.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Tomashenko, N

Reference 91

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Observation eda63ef1-205f-4d95-b69d-8aec301fbbe4 · outbound

This paper cites & Larcher, A.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Larcher, A

Reference 92

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source=pdf_text observed=2026-08-09T18:58:32.711410Z digest=sha256:d0c55631d668d26c3808e304f1a8044cec0b5ba1f626b4151794da9707db5165

Observation 3c3a1895-98d6-4832-b768-e67b0d13cb78 · outbound

This paper cites Differentially Private Speaker Anonymization.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Differentially Private Speaker Anonymization

Reference 93

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Observation 8e826d52-b319-4417-a2aa-35a0f4898aa8 · outbound

This paper cites Face-off: Adversarial face obfuscation.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Face-off: Adversarial face obfuscation

Reference 94

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source=pdf_text observed=2026-08-09T18:58:32.721870Z digest=sha256:d40ebf42f5b799fb1555f25037bbb435dca93142c1b143fe9f6bd7d95502808f

Observation 87ca7b4f-e67f-4894-a231-025b0d3665b5 · outbound

This paper cites Lowkey: Leveraging adversarial attacks to protect social media users from facial recognition.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Lowkey: Leveraging adversarial attacks to protect social media users from facial recognition

Reference 95

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source=pdf_text observed=2026-08-09T18:58:32.726706Z digest=sha256:d689a5aee423a73282f00af5103a5b639d7e558314448f910fb8009888340bb7

Observation 5f016017-e6b6-4fdd-9119-543da4711020 · outbound

This paper cites & Kohno, T.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Kohno, T

Reference 96

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Observation 37c4d417-3902-4199-8c38-6bd9d3e194d1 · outbound

This paper cites an unresolved cited work.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities Unresolved cited work

Reference 97

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source=pdf_text observed=2026-08-09T18:58:32.736907Z digest=sha256:cdae2f4e28964a787666b1b162a83887c2db6b79609e4728bec368dbc8dcfc58

Observation a98e1833-bef5-4ab6-af3a-13e2fb9005fa · outbound

This paper cites & Tramèr, F.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Tramèr, F

Reference 98

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source=pdf_text observed=2026-08-09T18:58:32.741750Z digest=sha256:f8a5696634ab22eecc64b542451499cfc1acf2e78f0f9f79b044b3e3e9a9c01f

Observation 4f73151f-9c0c-43e4-8bd3-075c003914a9 · outbound

This paper cites N., Utz, V.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities N., Utz, V

Reference 99

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Observation dd6e7439-afc2-486f-a459-f20aebc49d49 · outbound

This paper cites E., Englund, C.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities E., Englund, C

Reference 100

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source=pdf_text observed=2026-08-09T18:58:32.908792Z digest=sha256:797064d2e8ce483e6aaf6ab9fcd15d426bafee9c1eec4117090c4dda006f1804

Observation cc2da634-bc48-469a-ab3f-27bffe51f9d9 · outbound

This paper cites & Hernandez-Matamoros, A.

Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities & Hernandez-Matamoros, A

Reference 101

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source=pdf_text observed=2026-08-09T18:58:32.946580Z digest=sha256:fcd138be3d8636443451df36a6a89f117dba571d75388574d5233af42b6540be

Pith citing papers

Observation c6e14015-6d12-4e27-8921-bb3838cbb9d2 · inbound

A Comprehensive Review of Datasets for Clinical Mental Health AI Systems cites this paper.

A Comprehensive Review of Datasets for Clinical Mental Health AI Systems Towards Privacy-aware Mental Health AI Models: Advances, Challenges, and Opportunities

Reference 176

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source=pdf_text observed=2026-08-05T20:51:39.709515Z digest=sha256:c2a27f9cc6a9de4b7670a34f562ab797f0a5de2f4c45d2338ba4b0a1a1e62993