Paper Citation Record · LEDGER

Optimizing Speech-Input Length for Speaker-Independent Depression Classification

As of 22 August 2026, this Paper Citation Record lists 39 of 39 outbound references and 0 inbound Pith citation observations for arXiv:2501.00608.

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

pith.paper-citation-record.v1
2501.00608 v1

Coverage vector

measured 39 of 39 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:50:56.126939Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

39 of 39 outbound references displayed

verified exact2
verified fuzzy28
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation dc4e5863-8e13-4466-932b-6033658f4125 · outbound

This paper cites more speech is better.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification more speech is better

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.713622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0e45e2f4-370a-44d9-bc34-67b3ba04383f · outbound

This paper cites work” or “home life.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification work” or “home life

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.699795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 62cf8200-9f67-4055-abb3-e00e005cbb69 · outbound

This paper cites shortest.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification shortest

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.685371Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 87151bc1-b98e-4da2-8bf8-c907e4d5b1c6 · outbound

This paper cites Depression Speaks: Automatic Discrimination Between Depressed and Non-Depressed Speakers Based on Nonverbal Speech Features.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Depression Speaks: Automatic Discrimination Between Depressed and Non-Depressed Speakers Based on Nonverbal Speech Features

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.610681Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f751e648-63f1-40de-aa19-9f8a4c013c46 · outbound

This paper cites Depression and other common mental disorders: global health estimates,.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Depression and other common mental disorders: global health estimates,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.654594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 34e13711-c44a-4340-ab6f-2f623f2ec864 · outbound

This paper cites In: Diagnostic and Statistical Manual of Mental Disorders DSM-5.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification In: Diagnostic and Statistical Manual of Mental Disorders DSM-5

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.640141Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9b0ce442-923a-4743-afac-42a2a7156e46 · outbound

This paper cites Detecting Depression with Audio/Text Sequence Modeling of Interviews.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Detecting Depression with Audio/Text Sequence Modeling of Interviews

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.624936Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e5c335a7-9689-4705-a979-7a1745cfcb21 · outbound

This paper cites Pampouchidou, O.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Pampouchidou, O

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.536560Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5a9f4a8e-fdac-4f44-8a36-e1e05708de82 · outbound

This paper cites Detecting Depression using Vocal, Facial and Semantic Communication Cues,.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Detecting Depression using Vocal, Facial and Semantic Communication Cues,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.594974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9d1fb3bb-3a06-4461-b672-889eea0395a4 · outbound

This paper cites an unresolved cited work.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:50:56.578611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 73befdf6-c7ef-4c12-82ad-7c69546e1521 · outbound

This paper cites This was consistent for both Systems.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification This was consistent for both Systems

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.671170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3d9aa0b3-4b79-42ed-b3f8-9bc1760abddd · outbound

This paper cites Resnik, A.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Resnik, A

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.550833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 97202c6a-e788-483d-85a9-688e873ac54f · outbound

This paper cites Coppersmith.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Coppersmith

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.468429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 58bdd2d1-2093-4a59-b66e-03f0a3c717be · outbound

This paper cites Multimodal assessment of depression from behavioral signals.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Multimodal assessment of depression from behavioral signals

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.523184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 2ca3fdee-49e5-45ea-936b-55b78758e925 · outbound

This paper cites Stasak, J.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Stasak, J

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.509508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4991081d-3d62-4848-b634-a70f5fea3f3f · outbound

This paper cites Valstar, B.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Valstar, B

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.496197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0fec05b8-0405-4fcd-9149-1546fa38e274 · outbound

This paper cites Valstar, B.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Valstar, B

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.482072Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 30fb0854-0311-4952-8156-e29a1ea58d56 · outbound

This paper cites Detecting depression: a comparison between spontaneous and read speech,.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Detecting depression: a comparison between spontaneous and read speech,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.410009Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c9ea2d17-2466-4eef-8317-d9ed129f79e2 · outbound

This paper cites Valstar, J.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Valstar, J

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.453238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 9357786b-da6d-4137-bd46-22c71bb8db50 · outbound

This paper cites Ringeval, B.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Ringeval, B

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.437884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4e73298d-30c0-4850-b456-82c77fbf62b7 · outbound

This paper cites Attentive Convolutional Neural Network based Speech Emotion Recognition: A Study on the Impact of Input Features, Signal Length, and Acted Speech.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Attentive Convolutional Neural Network based Speech Emotion Recognition: A Study on the Impact of Input Features, Signal Length, and Acted Speech

Reference 21

Resolution: verified exact; local_arxiv, observed 2026-08-10T22:50:56.242976Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7ea12676-ba06-4160-a572-800ecaa04c67 · outbound

This paper cites Short utterance based speech language identification in intelligent vehicles with time-scale modifications and deep bottleneck features.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Short utterance based speech language identification in intelligent vehicles with time-scale modifications and deep bottleneck features

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.424074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c386a3ba-bb98-4e5e-91ad-ad38d280ec5c · outbound

This paper cites Manea, S.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Manea, S

Reference 23

Resolution: verified exact; doi, observed 2026-08-10T22:50:56.163095Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 857f79f0-4b2a-48e3-a595-8e0538f76492 · outbound

This paper cites Wang and I.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Wang and I

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.395854Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation de9e6237-bec3-4688-bdcf-e2cb8e17e16b · outbound

This paper cites an unresolved cited work.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:50:56.380304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cec3815b-afbd-4afd-ac23-d7d92980d281 · outbound

This paper cites Stasak, J.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Stasak, J

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.364436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e9b0b427-5abf-4529-b6d8-a8423f5ec86d · outbound

This paper cites an unresolved cited work.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:50:56.350016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 4f821766-135b-4ae7-9796-9ede7130ee0f · outbound

This paper cites Pennington, R.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Pennington, R

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.287254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e4f4539b-8ec6-4550-a62f-dd877f6f47dc · outbound

This paper cites Kroenke, T.W.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Kroenke, T.W

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.337233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 923fa909-2ba8-45af-bf6b-7d6844593e93 · outbound

This paper cites Carey, K.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Carey, K

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.323832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d4c701bb-2256-4582-8525-36477b12f4b3 · outbound

This paper cites an unresolved cited work.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:50:56.310035Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3f783d71-fc72-452e-a584-d380eae06560 · outbound

This paper cites Mikolov, I.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Mikolov, I

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-10T22:50:56.097388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 482ddbb2-7345-411f-b7cc-cce53b0b735b · outbound

This paper cites Concatenated Power Mean Word Embeddings as Universal Cross-Lingual Sentence Representations.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Concatenated Power Mean Word Embeddings as Universal Cross-Lingual Sentence Representations

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-10T22:50:56.122268Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 34a8b230-8659-4e0a-8d47-e0097c4d9e28 · outbound

This paper cites Peters, M.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Peters, M

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.272796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a64dd7c7-9a2e-4a6a-8f40-65c9ef0d8e68 · outbound

This paper cites Regularizing and Optimizing LSTM Language Models.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Regularizing and Optimizing LSTM Language Models

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T22:50:56.108649Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b164673e-a7c4-45b5-b76f-7f6b33ec0bc2 · outbound

This paper cites Universal Language Model Fine-tuning for Text Classification.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Universal Language Model Fine-tuning for Text Classification

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-10T22:50:56.113370Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 777c6f9c-8732-4396-9a17-6fd7b817cb78 · outbound

This paper cites BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-10T22:50:56.117842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7821ebb-d485-41e7-8009-73a32ef123b2 · outbound

This paper cites Cummins, S.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification Cummins, S

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.257788Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 6533d960-189f-4ad1-baa5-feb0e8c3b261 · outbound

This paper cites In Proceedings of the 6th International Workshop on Audio/Visual Emotion Challenge.

Optimizing Speech-Input Length for Speaker-Independent Depression Classification In Proceedings of the 6th International Workshop on Audio/Visual Emotion Challenge

Reference 2016

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:50:56.564729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.