Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:12:05.446755Z
Paper Citation Record · LEDGER
As of 18 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2504.16283.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:12:05.446755Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
47 of 47 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation f06b4fd6-70ac-49bd-9aee-93c31eb23282 · outbound
Affect Models Have Weak Generalizability to Atypical Speech AudioInsight: Detecting Social Contexts Relevant to Social Anxiety from Speech
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6eb7b7a9-3232-4b63-a14d-7913ab3fb900 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Multilingual markers of depression in remotely collected speech samples: a prelim- inary analysis,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 54c761e3-16f8-4fb1-ae6e-ec26774e6703 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Unresolved cited work
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c2e9ad31-fd24-4446-9727-4c8514859417 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Depression scale dictionary decomposition framework for multimodal automatic depression level prediction,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 92e4a3cc-dd83-4bd3-813e-6d1cf7ceb91e · outbound
Affect Models Have Weak Generalizability to Atypical Speech A VEC 2019 workshop and challenge: state-of-mind, detecting depression with AI, and cross-cultural affect recognition,
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 71fd5e6a-58ad-445f-a023-78583865a338 · outbound
Affect Models Have Weak Generalizability to Atypical Speech A review of depression and suicide risk assessment using speech analysis,
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7796ec71-7dd0-4981-9ab7-53fbc10a9d66 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Deploying a robotic positive psychology coach to improve college students’ psychological well- being,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation aeb1d38e-f553-41e3-adbc-623e36a49343 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Improvement of public speaking skills using virtual reality: Development of a training system,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 709d5018-3b7b-43e1-a06c-50f187bf2acc · outbound
Affect Models Have Weak Generalizability to Atypical Speech Meetingcoach: An intelligent dashboard for supporting effective & inclusive meetings,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5d0fc26d-863a-413f-8420-0ab7ef681adc · outbound
Affect Models Have Weak Generalizability to Atypical Speech Emowear: Exploring emotional teasers for voice message interaction on smartwatches,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1d1dedd7-1dd2-4bba-b10a-062892f6fc1a · outbound
Affect Models Have Weak Generalizability to Atypical Speech Impact of interaction context on the student affect-learning relationship in child-robot inter- action,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation daefe63b-6c51-4148-84e6-cb61a16f6bd5 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Child-centric robot dialogue systems: Fine-tuning large language models for better utterance understanding and interaction,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0178bc4d-9d86-41be-a5e5-05921c297133 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Methods to detect and reduce driver stress: a review,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a108b9a0-9172-476f-ba31-fbd358b170d2 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Dawn of the transformer era in speech emotion recognition: closing the valence gap,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2a657147-37c3-45b2-8768-38e9059110f4 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Odyssey 2024- speech emotion recognition challenge: Dataset, baseline framework, and results,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5dd1b2d0-56d6-4899-8c3c-61a96a7481a2 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Investigating salient representations and label variance in dimensional speech emotion analysis,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation cabd343f-7805-4a6e-b419-e6ad03314fb7 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Hubert: Self-supervised speech representation learning by masked prediction of hidden units,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7fb2f0e2-5ee6-414b-a213-4eca5e7b9ca2 · outbound
Affect Models Have Weak Generalizability to Atypical Speech wav2vec 2.0: A framework for self-supervised learning of speech representations,
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3d5830a-5364-43f3-98bf-3c3f9a009a5b · outbound
Affect Models Have Weak Generalizability to Atypical Speech Building naturalistic emotionally balanced speech corpus by retrieving emotional speech from existing podcast recordings,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae8917cc-215c-41f1-9fa8-1c11c44bff2e · outbound
Affect Models Have Weak Generalizability to Atypical Speech IEMOCAP: Interactive emotional dyadic motion capture database,
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe55e26d-e70e-4f81-8500-d776014f8f6c · outbound
Affect Models Have Weak Generalizability to Atypical Speech The Ryerson Audio-Visual Database of Emotional Speech and Song (RA VDESS): A dynamic, multimodal set of facial and vocal expressions in north american english,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b750fd83-0cba-4e48-be75-53e394bb5a0c · outbound
Affect Models Have Weak Generalizability to Atypical Speech Can Large Language Models Aid in Annotating Speech Emotional Data? Uncovering New Frontiers
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e0c9f8b-abfa-40ad-b6f5-0b0c4535c949 · outbound
Affect Models Have Weak Generalizability to Atypical Speech From Text to Emotion: Unveiling the Emotion Annotation Capabilities of LLMs
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 753af263-3ec9-47f3-82b5-f30422777b83 · outbound
Affect Models Have Weak Generalizability to Atypical Speech A wide evalu- ation of ChatGPT on affective computing tasks,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 54a0adbe-75e9-4f09-95ea-dbba2155d233 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Testing correctness, fairness, and robustness of speech emo- tion recognition models,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9e811efb-fc01-41c3-9a96-4586e4b46395 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Bias and Fairness on Multimodal Emotion Detection Algorithms
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5b652fce-3e77-4365-a1bf-d818aa12240a · outbound
Affect Models Have Weak Generalizability to Atypical Speech Enrolment-based personalisation for improving individual-level fairness in speech emotion recognition
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8856338d-dda4-4fb1-af5e-4fb8d0407709 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Pre-trained Speech Processing Models Contain Human-Like Biases that Propagate to Speech Emotion Recognition
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation efda4c06-8beb-4983-8631-641412ee0cab · outbound
Affect Models Have Weak Generalizability to Atypical Speech V ocal changes common during aging proces
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1242556f-7af6-42d7-9771-fc466185a955 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Prevalence and etiologies of adult communication disabilities in the united states: Results from the 2012 national health interview survey,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 711fe04a-9591-43df-9d38-eeb9d4ea07f3 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Quick statistics about voice, speech, language,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 024a6daa-1bd9-4b3d-8512-f29b2171f492 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Community-supported shared infrastructure in support of speech acces- sibility,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 9649882b-08eb-4d61-80c8-928f8607d25f · outbound
Affect Models Have Weak Generalizability to Atypical Speech Switchboard: Telephone speech corpus for research and development,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4177d5ab-93dc-46b4-af4d-2a802a099930 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Common Voice: A Massively-Multilingual Speech Corpus
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5eb0bf45-3b3c-41be-a426-9c3c296dfc77 · outbound
Affect Models Have Weak Generalizability to Atypical Speech V oice command audios for virtual assistant,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 1f0f1d83-3107-463e-9f49-780588937729 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Wav2vec2fabundle,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bffe80de-facc-491e-ba30-3b7f1827c574 · outbound
Affect Models Have Weak Generalizability to Atypical Speech emotion2vec: Self-supervised pre-training for speech emotion repre- sentation,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 28644c78-7f46-4c0c-87ca-07d8ed1e3cce · outbound
Affect Models Have Weak Generalizability to Atypical Speech SpeechBrain: A General-Purpose Speech Toolkit
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4505820-4114-462d-99be-267d01f5ab45 · outbound
Affect Models Have Weak Generalizability to Atypical Speech GPT-4o Audio,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation afe54fb4-6b99-4e2c-96ad-20572d47418a · outbound
Affect Models Have Weak Generalizability to Atypical Speech Rethinking Emotion Annotations in the Era of Large Language Models
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 87d34a8b-89ca-4a45-a5cc-39da96744eca · outbound
Affect Models Have Weak Generalizability to Atypical Speech EmoBank: Studying the Impact of Annotation Perspective and Representation Format on Dimensional Emotion Analysis
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 55e71dd8-2261-4789-83f5-7c657c2cf56f · outbound
Affect Models Have Weak Generalizability to Atypical Speech Switchboard-affect: Emotion perception labels from conversational speech,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 7bb865a5-9b15-480b-983a-f72584b8c0b4 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Affect detection: An interdisciplinary review of models, methods, and their applications,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e97df76f-4d01-4bcd-b7e2-b81b7d7c2ccb · outbound
Affect Models Have Weak Generalizability to Atypical Speech V oice quality dimensions as interpretable primitives for speaking style for atypical speech and affect
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation c5db1dee-88ca-423c-9e03-5598010a83b8 · outbound
Affect Models Have Weak Generalizability to Atypical Speech Guidelines for assessing and minimizing risks of emotion recognition applications,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 2719d367-780d-4df2-84b8-998dcd570c82 · outbound
Affect Models Have Weak Generalizability to Atypical Speech ReCANV o: A database of real-world communicative and affective nonverbal vocalizations,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 42d4cf89-dc66-417b-88f2-6ab1d5d1761d · outbound
Affect Models Have Weak Generalizability to Atypical Speech Unresolved cited work
Reference 2024
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
No inbound Pith citation observations are available.