Paper Citation Record · LEDGER

U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection

As of 14 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 1 inbound Pith citation observation for arXiv:2501.09687.

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

pith.paper-citation-record.v1
2501.09687 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T19:53:43.262918Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T23:06:01.107830Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T23:06:52.959868Z

Reference resolution

17 of 17 outbound references displayed

verified exact2
verified fuzzy9
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 05046188-deb2-43c3-816c-8219222bf53c · outbound

This paper cites Multimodal Gender Fairness in Depression Prediction: Insights on Data from the USA & China.

U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection Multimodal Gender Fairness in Depression Prediction: Insights on Data from the USA & China

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T19:53:43.105860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 37b8a58b-4248-47a9-8534-45712e19715f · outbound

This paper cites Emer- gent unfairness in algorithmic fairness-accuracy trade-off research.

U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection Emer- gent unfairness in algorithmic fairness-accuracy trade-off research

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:53:43.788276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 215d8309-f2e3-443a-96db-815c2eb80bd1 · outbound

This paper cites A Systematic Study of Bias Amplification.

U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection A Systematic Study of Bias Amplification

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-10T19:53:43.118343Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0ecdb4a8-371f-454c-9cb0-7a929de50d35 · outbound

This paper cites Bias Mitigation for Machine Learning Classifiers: A Comprehensive Survey.

U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection Bias Mitigation for Machine Learning Classifiers: A Comprehensive Survey

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T19:53:43.122203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba145eba-aa10-4c0d-bcf2-f68adf10c986 · outbound

This paper cites Trustsleepnet: A trustable deep multimodal network for sleep stage classification.

U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection Trustsleepnet: A trustable deep multimodal network for sleep stage classification

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:53:43.728782Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a8fc58ac-c906-4347-9426-f15d1a2cd8a6 · outbound

This paper cites Human behaviour-based automatic depression analysis us- ing hand-crafted statistics and deep learned spec- tral features.

U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection Human behaviour-based automatic depression analysis us- ing hand-crafted statistics and deep learned spec- tral features

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:53:43.690933Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 76bd00f0-3103-4366-83c5-d7cd5dd08ad9 · outbound

This paper cites Underneath the Numbers: Quantitative and Qualitative Gender Fairness in LLMs for Depression Prediction.

U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection Underneath the Numbers: Quantitative and Qualitative Gender Fairness in LLMs for Depression Prediction

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-10T19:53:43.250450Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5f52c33-bf3b-4783-9b50-d0a278b70e4d · outbound

This paper cites Fair classi- fication with group-dependent label noise.

U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection Fair classi- fication with group-dependent label noise

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:53:43.665174Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c49a2fbf-5a5d-480e-bd3e-b684143b108b · outbound

This paper cites Model multiplicity: Opportunities, concerns, and solutions.

U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection Model multiplicity: Opportunities, concerns, and solutions

Reference 2001

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:53:43.857171Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 0c52b4c1-2334-4de4-9e86-077853781e85 · outbound

This paper cites Avec 2016: Depression, mood, and emotion recognition workshop and chal- lenge.

U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection Avec 2016: Depression, mood, and emotion recognition workshop and chal- lenge

Reference 2014

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:53:43.677546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation c3ee793b-085f-465b-91be-af725a29a1c0 · outbound

This paper cites Investigating bias and fairness in fa- cial expression recognition.

U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection Investigating bias and fairness in fa- cial expression recognition

Reference 2016

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:53:43.652351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 899535b6-0dc5-4e32-b288-2562937c9447 · outbound

This paper cites Gender bias in depression detection using audio features.

U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection Gender bias in depression detection using audio features

Reference 2018

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:53:43.870976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 71454998-d594-45c0-b43f-30815fa381c9 · outbound

This paper cites FERI: A Multitask-based Fairness Achieving Algorithm with Applications to Fair Organ Transplantation.

U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection FERI: A Multitask-based Fairness Achieving Algorithm with Applications to Fair Organ Transplantation

Reference 2020

Resolution: metadata mismatch; local_arxiv, observed 2026-08-10T19:53:43.502088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation af8e0a96-cdab-4d4d-8333-769860683808 · outbound

This paper cites Class Uncertainty: A Measure to Mitigate Class Imbalance.

U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection Class Uncertainty: A Measure to Mitigate Class Imbalance

Reference 2021

Resolution: verified exact; local_arxiv, observed 2026-08-10T19:53:43.599657Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation eeab8415-ef97-4c29-b92f-c5c95388bb6d · outbound

This paper cites it’s not fair!.

U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection it’s not fair!

Reference 2022

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T19:53:43.840718Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 79a9803c-bf16-4e7b-bf9c-be9c5990a1bf · outbound

This paper cites Fair Resource Allocation in Multi-Task Learning.

U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection Fair Resource Allocation in Multi-Task Learning

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-10T19:53:43.096217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 146210db-c33a-42bf-944e-c4246bb58dde · outbound

This paper cites Multi-task learning for depression detection in di- alogs.

U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection Multi-task learning for depression detection in di- alogs

Reference 2024

Resolution: verified exact; raw_fallback, observed 2026-08-10T19:53:43.451555Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Pith citing papers

Observation 35478b71-8819-43a7-a2c8-fc5c0865949f · inbound

AI Models for Depressive Disorder Detection and Diagnosis: A Review cites this paper.

AI Models for Depressive Disorder Detection and Diagnosis: A Review U-Fair: Uncertainty-based Multimodal Multitask Learning for Fairer Depression Detection

Reference 65

Resolution: verified exact; arxiv_id, observed 2026-05-18T23:06:52.961848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.