Paper Citation Record · LEDGER

Emotions as Ambiguity-aware Ordinal Representations

As of 9 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 1 inbound Pith citation observation for arXiv:2508.19193.

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

pith.paper-citation-record.v1
2508.19193 v2

Coverage vector

measured 49 of 49 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:57:32.437970Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-10T17:28:16.331895Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-11T06:46:18.587333Z

Reference resolution

49 of 49 outbound references displayed

verified exact2
verified fuzzy45
unresolved2
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a96b4474-c89a-4585-803c-265b1e053530 · outbound

This paper cites A systematic review on affective computing: Emotion models, databases, and recent advances,.

Emotions as Ambiguity-aware Ordinal Representations A systematic review on affective computing: Emotion models, databases, and recent advances,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.800184Z

Source-reported events for the cited work

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Observation 67dd7599-dfbf-4f1c-9248-bc1f9acc6fe8 · outbound

This paper cites Basic emotions,.

Emotions as Ambiguity-aware Ordinal Representations Basic emotions,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.774995Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d428d6eb-f7d4-4515-8653-241936e923a8 · outbound

This paper cites A circumplex model of affect.

Emotions as Ambiguity-aware Ordinal Representations A circumplex model of affect

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.753411Z

Source-reported events for the cited work

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Observation 2b438525-1ea6-4b3f-aa45-5ab9ea366c60 · outbound

This paper cites GameVibe: a multimodal affective game corpus,.

Emotions as Ambiguity-aware Ordinal Representations GameVibe: a multimodal affective game corpus,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.729110Z

Source-reported events for the cited work

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Observation 02b72c95-b50f-4cf8-b19b-7767063063e8 · outbound

This paper cites Introducing the recola multimodal corpus of remote collaborative and affective interactions,.

Emotions as Ambiguity-aware Ordinal Representations Introducing the recola multimodal corpus of remote collaborative and affective interactions,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.706681Z

Source-reported events for the cited work

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Observation 0b053944-1778-4f2f-9feb-d9cce1994eb7 · outbound

This paper cites The Ambiguous World of Emotion Representation.

Emotions as Ambiguity-aware Ordinal Representations The Ambiguous World of Emotion Representation

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-05T15:57:32.610056Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ba7dd798-c8c6-4f09-b61e-d4b657b495a4 · outbound

This paper cites Automatic, dimensional and continuous emo- tion recognition,.

Emotions as Ambiguity-aware Ordinal Representations Automatic, dimensional and continuous emo- tion recognition,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.686170Z

Source-reported events for the cited work

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Observation 553819a8-7852-41bb-90b1-255819f959f6 · outbound

This paper cites Categorical and dimensional affect analysis in continuous input: Current trends and future directions,.

Emotions as Ambiguity-aware Ordinal Representations Categorical and dimensional affect analysis in continuous input: Current trends and future directions,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.660692Z

Source-reported events for the cited work

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Observation 0e950ed0-f9e8-4d99-bb75-18c07c2eef3a · outbound

This paper cites A VEC 2015: The 5th international audio/visual emotion challenge and work- shop,.

Emotions as Ambiguity-aware Ordinal Representations A VEC 2015: The 5th international audio/visual emotion challenge and work- shop,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.638167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9abbcf58-5a1c-4f83-99f0-99609cfec701 · outbound

This paper cites End-to-end speech emotion recognition using deep neural networks,.

Emotions as Ambiguity-aware Ordinal Representations End-to-end speech emotion recognition using deep neural networks,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.614409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 00cacf9e-668c-499c-a16c-e890311b0a73 · outbound

This paper cites From hard to soft: Towards more human-like emotion recognition by modelling the perception uncertainty,.

Emotions as Ambiguity-aware Ordinal Representations From hard to soft: Towards more human-like emotion recognition by modelling the perception uncertainty,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.595684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2782cc14-be42-4bf8-a38b-e514adc89c1c · outbound

This paper cites Dynamic multi-rater gaussian mixture regression incorporating temporal dependencies of emotion uncertainty using kalman filters,.

Emotions as Ambiguity-aware Ordinal Representations Dynamic multi-rater gaussian mixture regression incorporating temporal dependencies of emotion uncertainty using kalman filters,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.577447Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 445276cf-dc91-40d2-8953-b7583f3b4401 · outbound

This paper cites Parametric distributions to model numerical emotion labels,.

Emotions as Ambiguity-aware Ordinal Representations Parametric distributions to model numerical emotion labels,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.556202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3d4d09a1-31b9-41c0-95ca-b42b1dac95a1 · outbound

This paper cites A novel sequential Monte Carlo framework for predicting ambiguous emotion states,.

Emotions as Ambiguity-aware Ordinal Representations A novel sequential Monte Carlo framework for predicting ambiguous emotion states,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.529257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4a1c8024-cf7b-4de0-b519-2663e4c2acb5 · outbound

This paper cites Continuous emotion ambiguity prediction: Modeling with beta distributions,.

Emotions as Ambiguity-aware Ordinal Representations Continuous emotion ambiguity prediction: Modeling with beta distributions,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.508690Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8e7484d4-e6f0-4203-8861-b7f02e57d8b4 · outbound

This paper cites Can modelling inter-rater ambiguity lead to noise-robust continuous emotion predictions?.

Emotions as Ambiguity-aware Ordinal Representations Can modelling inter-rater ambiguity lead to noise-robust continuous emotion predictions?

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.485553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1cd3d73d-3e41-4291-9331-afabfc25b06b · outbound

This paper cites Dual-Constrained Dynamical Neural ODEs for Ambiguity-aware Continuous Emotion Prediction.

Emotions as Ambiguity-aware Ordinal Representations Dual-Constrained Dynamical Neural ODEs for Ambiguity-aware Continuous Emotion Prediction

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T15:57:32.196582Z

Source-reported events for the cited work

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Observation 99e0d9f8-c384-4865-86ab-76186ea23e4d · outbound

This paper cites The ordinal nature of emotions: An emerging approach,.

Emotions as Ambiguity-aware Ordinal Representations The ordinal nature of emotions: An emerging approach,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.459006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a082909b-017f-44ae-a4a2-6c5a8c9e3624 · outbound

This paper cites The ordinal nature of emotions,.

Emotions as Ambiguity-aware Ordinal Representations The ordinal nature of emotions,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.434099Z

Source-reported events for the cited work

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Observation 711263b4-5d38-4db0-abac-f9d570e551ef · outbound

This paper cites Indirect scaling methods for testing quantitative emotion theories,.

Emotions as Ambiguity-aware Ordinal Representations Indirect scaling methods for testing quantitative emotion theories,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.408868Z

Source-reported events for the cited work

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Observation c433cfed-5fd0-47a1-9940-120a1f53b7cd · outbound

This paper cites The relativity of ‘absolute’judgements,.

Emotions as Ambiguity-aware Ordinal Representations The relativity of ‘absolute’judgements,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.376107Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2675b8de-5257-4da8-93bf-2f444fb69265 · outbound

This paper cites From interval to ordinal: A HMM based approach for emotion label conversion,.

Emotions as Ambiguity-aware Ordinal Representations From interval to ordinal: A HMM based approach for emotion label conversion,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.346325Z

Source-reported events for the cited work

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Observation 7b81a59c-8688-4030-bf6d-cfa0dc7464ea · outbound

This paper cites The impact of rewards and trait reward responsiveness on player motivation,.

Emotions as Ambiguity-aware Ordinal Representations The impact of rewards and trait reward responsiveness on player motivation,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.314722Z

Source-reported events for the cited work

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Observation 6c8afa31-f3be-4c0a-a34c-28dfd35c5ce6 · outbound

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Emotions as Ambiguity-aware Ordinal Representations Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:57:33.291155Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 23bda2a5-1326-4ab6-8728-69df5280d59a · outbound

This paper cites Anchors, scales and the relative coding of value in the brain,.

Emotions as Ambiguity-aware Ordinal Representations Anchors, scales and the relative coding of value in the brain,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.269052Z

Source-reported events for the cited work

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Observation eca3bf37-ce7d-4479-a42d-a0782151cdf6 · outbound

This paper cites The relation between culture and response styles: Evidence from 19 countries,.

Emotions as Ambiguity-aware Ordinal Representations The relation between culture and response styles: Evidence from 19 countries,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.247238Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0f6dbed2-7a22-4bc1-b983-cb933efe5b9d · outbound

This paper cites The framing of decisions and the psychology of choice,.

Emotions as Ambiguity-aware Ordinal Representations The framing of decisions and the psychology of choice,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.224756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7caa395a-757f-44c2-ae8c-c5fe9e27bd9e · outbound

This paper cites A study on affect model validity: Nominal vs ordinal labels,.

Emotions as Ambiguity-aware Ordinal Representations A study on affect model validity: Nominal vs ordinal labels,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.200660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5a3c3b41-5d2d-4958-9e55-1c320007afd5 · outbound

This paper cites Dynamic difficulty awareness training for continuous emotion prediction,.

Emotions as Ambiguity-aware Ordinal Representations Dynamic difficulty awareness training for continuous emotion prediction,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.172787Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e6a921e3-980c-4aa6-acaa-b52e0ba4ddf2 · outbound

This paper cites An investigation of annotation delay compensation and output- associative fusion for multimodal continuous emotion prediction,.

Emotions as Ambiguity-aware Ordinal Representations An investigation of annotation delay compensation and output- associative fusion for multimodal continuous emotion prediction,

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.151407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation dba91b6f-2237-48c4-9334-cdb3aef6c526 · outbound

This paper cites Ranktrace: Relative and unbounded affect annotation,.

Emotions as Ambiguity-aware Ordinal Representations Ranktrace: Relative and unbounded affect annotation,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.125425Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 316235db-ca37-42a5-b807-c100fbfc202e · outbound

This paper cites PAGAN: Video affect annotation made easy,.

Emotions as Ambiguity-aware Ordinal Representations PAGAN: Video affect annotation made easy,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.104665Z

Source-reported events for the cited work

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Observation 6db5af95-7969-4d8b-aea5-0ae2d8bcdc25 · outbound

This paper cites Varying the context to advance affect modelling: A study on game engagement prediction,.

Emotions as Ambiguity-aware Ordinal Representations Varying the context to advance affect modelling: A study on game engagement prediction,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.079827Z

Source-reported events for the cited work

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Observation c8a9a7d1-d3e1-4af9-b54b-f48a25d8ec3b · outbound

This paper cites Across-Game Engagement Modelling via Few-Shot Learning.

Emotions as Ambiguity-aware Ordinal Representations Across-Game Engagement Modelling via Few-Shot Learning

Reference 34

Resolution: verified exact; local_arxiv, observed 2026-08-05T15:57:32.517743Z

Source-reported events for the cited work

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Observation 2523e2e7-1d4e-4904-a8d6-be46eff3aa2b · outbound

This paper cites At the border of acoustics and linguistics: Bag-of-audio-words for the recognition of emotions in speech.

Emotions as Ambiguity-aware Ordinal Representations At the border of acoustics and linguistics: Bag-of-audio-words for the recognition of emotions in speech

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.044641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 16d8fba2-1a5e-4e64-986a-aaf75d692be2 · outbound

This paper cites openxbow–introducing the passau open- source crossmodal bag-of-words toolkit,.

Emotions as Ambiguity-aware Ordinal Representations openxbow–introducing the passau open- source crossmodal bag-of-words toolkit,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:33.015853Z

Source-reported events for the cited work

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Observation 68847590-e1aa-4e10-bdc8-81cddbd66b6c · outbound

This paper cites Videomae v2: Scaling video masked autoencoders with dual masking,.

Emotions as Ambiguity-aware Ordinal Representations Videomae v2: Scaling video masked autoencoders with dual masking,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:32.991591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6fd663e1-9530-4d40-9236-5c7ecfd18c57 · outbound

This paper cites Predicting the distribution of emotion perception: capturing inter-rater variability,.

Emotions as Ambiguity-aware Ordinal Representations Predicting the distribution of emotion perception: capturing inter-rater variability,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:32.969647Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 422c7bae-64ec-41c3-bae7-6242b5e2e745 · outbound

This paper cites Using gaussian processes with lstm neural networks to predict continuous-time, dimensional emotion in ambiguous speech,.

Emotions as Ambiguity-aware Ordinal Representations Using gaussian processes with lstm neural networks to predict continuous-time, dimensional emotion in ambiguous speech,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:32.941434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 5e85937a-dbf0-45b1-9140-e6bb08e3801a · outbound

This paper cites A concordance correlation coefficient to evaluate reproducibility,.

Emotions as Ambiguity-aware Ordinal Representations A concordance correlation coefficient to evaluate reproducibility,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:32.917463Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 24f6ef61-0599-489e-88ea-49f5406630b8 · outbound

This paper cites Fifty shades of green: Towards a robust measure of inter-annotator agreement for continuous signals,.

Emotions as Ambiguity-aware Ordinal Representations Fifty shades of green: Towards a robust measure of inter-annotator agreement for continuous signals,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:32.879868Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7fde914b-97f2-4dfb-8ad9-76173c23b0a1 · outbound

This paper cites Multimodal affect models: An investigation of relative salience of audio and visual cues for emotion prediction,.

Emotions as Ambiguity-aware Ordinal Representations Multimodal affect models: An investigation of relative salience of audio and visual cues for emotion prediction,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:32.852925Z

Source-reported events for the cited work

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Observation a8e4d7a7-cc9b-4247-8514-32f84e89b43a · outbound

This paper cites Real-world automatic continu- ous affect recognition from audiovisual signals,.

Emotions as Ambiguity-aware Ordinal Representations Real-world automatic continu- ous affect recognition from audiovisual signals,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:32.820990Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3be92570-a525-4c8b-af83-93ed79cacd84 · outbound

This paper cites V ocal expression and perception of emotion,.

Emotions as Ambiguity-aware Ordinal Representations V ocal expression and perception of emotion,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:32.800693Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 04706eaa-8f13-4c6e-806e-c6b20192f97a · outbound

This paper cites Estimation of continuous valence and arousal levels from faces in naturalistic conditions,.

Emotions as Ambiguity-aware Ordinal Representations Estimation of continuous valence and arousal levels from faces in naturalistic conditions,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:32.778648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4200f882-fe52-418c-8b24-854a9f320019 · outbound

This paper cites Abaw: Valence-arousal estimation, expression recognition, action unit detection & emotional reaction intensity estimation challenges,.

Emotions as Ambiguity-aware Ordinal Representations Abaw: Valence-arousal estimation, expression recognition, action unit detection & emotional reaction intensity estimation challenges,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:32.736018Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9ed9a79b-5067-4126-ab87-3716cac710f6 · outbound

This paper cites Moment-to-moment engagement prediction through the eyes of the observer: Pubg streaming on twitch,.

Emotions as Ambiguity-aware Ordinal Representations Moment-to-moment engagement prediction through the eyes of the observer: Pubg streaming on twitch,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:32.697867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 79972b80-0cb0-4bc8-a998-7cf692efcc6a · outbound

This paper cites Towards general models of player experience: A study within genres,.

Emotions as Ambiguity-aware Ordinal Representations Towards general models of player experience: A study within genres,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:32.664698Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3728bf32-cf09-4fb6-991c-a109fcf2e778 · outbound

This paper cites Towards general models of player affect,.

Emotions as Ambiguity-aware Ordinal Representations Towards general models of player affect,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T15:57:32.645163Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation f6374830-bcab-4fa5-b3a3-2d5a6bc3bbe0 · inbound

Beyond the Mean: Modelling Annotation Distributions in Continuous Affect Prediction cites this paper.

Beyond the Mean: Modelling Annotation Distributions in Continuous Affect Prediction Emotions as Ambiguity-aware Ordinal Representations

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-11T06:46:18.646729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.