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Paper Citation Record · LEDGER

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data

As of 9 August 2026, this Paper Citation Record lists 20 of 20 outbound references and 0 inbound Pith citation observations for arXiv:2508.09402.

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

pith.paper-citation-record.v1
2508.09402 v1

Coverage vector

measured 20 of 20 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T21:07:01.237942Z

measured 20 of 20 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 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

20 of 20 outbound references displayed

  • verified exact4
  • verified fuzzy1
  • unresolved14
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5354d7d7-37fa-4cab-af00-515b61d1b1ad · outbound

This paper cites an unresolved cited work.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data Unresolved cited work

Reference 1

Resolution
verified exact
doi, observed 2026-08-05T21:07:01.728427Z

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.

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Observation a768913f-90a6-4f0d-ac7f-c87cd31c3279 · outbound

This paper cites an unresolved cited work.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:02.621150Z

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.

source=pdf_text observed=2026-08-05T21:06:59.764494Z digest=sha256:e4f52b2b807911cfb59bb14ad98669c50a3706adac9d6b5282c17948c7fe0977

Observation 8b5de334-cf0a-4d2a-bbcc-3aced18a9f49 · outbound

This paper cites K., & Kory, J.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data K., & Kory, J

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-05T21:06:59.870200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:06:59.870200Z digest=sha256:d9f05d935f5318301f344a30193afc7df97889582e792b7591f2b3d48cd5dddc

Observation 987ec9a5-5b82-43db-83b4-5e95e5cce345 · outbound

This paper cites A., & D'Mello, S.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data A., & D'Mello, S

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T21:06:59.984673Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:06:59.984673Z digest=sha256:27ade81ece0f951709d9fee8b503aee6d2d460d08d6a1fba4bf56aeb2e32203d

Observation ddd363b8-7c83-4fd0-815d-51fb6bfb5e1a · outbound

This paper cites W., Vyzas, E., & Healey, J.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data W., Vyzas, E., & Healey, J

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:00.067331Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:07:00.067331Z digest=sha256:57d370e4a13a4bf172f7f9f218bbbd36598b47c40cf79af991c31e6e01d98b72

Observation e9b975db-05d1-4ff1-9aaf-c75b44589d94 · outbound

This paper cites an unresolved cited work.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data Unresolved cited work

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:00.234521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:07:00.234521Z digest=sha256:87da32517a816ad9415883fd3a646c122ce136c5a2bf6bf3938255f339df1d25

Observation 5afad1eb-7f1b-404b-9e6c-fd437d790523 · outbound

This paper cites an unresolved cited work.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data Unresolved cited work

Reference 7

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:00.374369Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:07:00.374369Z digest=sha256:3eac9a5a058291795392a2aac3855df96b253ac9b970a4dc7b2f34c40b716553

Observation 82bbd83b-b77e-4f07-9a32-66a95ccd953b · outbound

This paper cites MediaPipe: A Framework for Building Perception Pipelines.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data MediaPipe: A Framework for Building Perception Pipelines

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:00.484454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:07:00.484454Z digest=sha256:cd16e1125569a9e24d496130a3f6434b7f510506980b90440461f72da4076d38

Observation e5ccff19-13e7-4f59-8fdf-2e5bfbc0a7e7 · outbound

This paper cites an unresolved cited work.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:02.457405Z

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.

source=pdf_text observed=2026-08-05T21:07:00.603228Z digest=sha256:adee5a667bb4a8ec9a35ec98c622e422484d693d8f2eab9970b657f7d09523a1

Observation 42b92459-6377-45f0-889a-1457aa9aa1b4 · outbound

This paper cites G., Küster, D., & McKeown, G.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data G., Küster, D., & McKeown, G

Reference 11

Resolution
verified exact
doi, observed 2026-08-05T21:07:01.570660Z

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.

source=pdf_text observed=2026-08-05T21:07:00.884143Z digest=sha256:2d29378515e4fce956527d25e0fa97562dd85d2829e4c8929e74a4d03397f0ec

Observation 05ff49f7-7362-48d0-ae7f-686547b31de5 · outbound

This paper cites Dawn of the transformer era in speech emotion recognition: closing the valence gap.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data Dawn of the transformer era in speech emotion recognition: closing the valence gap

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:00.945154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:07:00.945154Z digest=sha256:1f1fe1f95e5da96c9a8ec581b568502bbb389c169151627f74739996516442a1

Observation 5003ec30-e2bd-43e7-8f57-af3f7ef5f503 · outbound

This paper cites an unresolved cited work.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data Unresolved cited work

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:00.989516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:07:00.989516Z digest=sha256:87334839f7e911b77f1c66704792fb4969fcfc885df486c46cfa36dbec980081

Observation c6d70c7e-2a3f-4a50-af8d-c8653010d5db · outbound

This paper cites an unresolved cited work.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-05T21:07:02.320204Z

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.

source=pdf_text observed=2026-08-05T21:07:01.072038Z digest=sha256:9df2706d98ab6ba51353f71e031974290bf9b036af77100e392dad293b0b3caa

Observation 0c797a04-2506-4f1e-954b-0a4e04bca7e9 · outbound

This paper cites U., Dar, M.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data U., Dar, M

Reference 15

Resolution
verified exact
doi, observed 2026-08-05T21:07:01.460216Z

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.

source=pdf_text observed=2026-08-05T21:07:01.150511Z digest=sha256:b511c86f84ce74c4f67e3a6b53e317967c59a8c79a9e7bb0e920da52e9b5ae38

Observation c265e818-8643-4844-8a64-7d7c569b7dd2 · outbound

This paper cites Each stage includes a two-layer MLP head.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data Each stage includes a two-layer MLP head

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T21:07:02.802430Z

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.

source=pdf_text observed=2026-08-05T21:06:59.590464Z digest=sha256:297d6682735646eab9e52f1b9a74fd123ccad087e5beee8083e96a5d31e741f9

Observation b5c67abf-f0f3-499c-8382-e129c6b31c2c · outbound

This paper cites Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:01.237942Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:07:01.237942Z digest=sha256:570b6c9d0f61c4e0b45bbbd6ebf71c9f652e835099755564d0e050255e939a81

Observation 575caef8-8c50-4ede-a86f-4f049f1b9992 · outbound

This paper cites PaPaGei: Open Foundation Models for Optical Physiological Signals.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data PaPaGei: Open Foundation Models for Optical Physiological Signals

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:01.196018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:07:01.196018Z digest=sha256:a4ffc06f7a2fa1eb5082a18ef31b1a5da87d5f6820b6fcb1c9dcf2324eca32e3

Observation 46d51d58-184e-4112-b340-bdaf75659b6c · outbound

This paper cites an unresolved cited work.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data Unresolved cited work

Reference 1614

Resolution
verified exact
raw_fallback, observed 2026-08-05T21:07:01.986055Z

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.

source=pdf_text observed=2026-08-05T21:06:59.817417Z digest=sha256:d03f3f64e89292e15c045ce57e30b6cfc8ae5bdf92985d69d6c7ed1fe3925cc2

Observation b165257d-eadb-4122-841b-1c6308728f14 · outbound

This paper cites In IEEE Transactions on Affective Computing, 4, 1 (January–March 2013), 116–123.

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data In IEEE Transactions on Affective Computing, 4, 1 (January–March 2013), 116–123

Reference 2013

Resolution
unresolved
no resolver link, observed 2026-08-05T21:07:00.712423Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T21:07:00.712423Z digest=sha256:18b702c138e56b893c17133ed376e8d48fc2d71062d81df954b105b3890f7ca5

Observation 0d8a68da-eb41-4850-87e2-94b6c749da6d · outbound

This paper cites In Proceedings of Proceedings of the 27th International Conference on Multimodal Interaction (ICMI ’27).

Realtime Multimodal Emotion Estimation using Behavioral and Neurophysiological Data In Proceedings of Proceedings of the 27th International Conference on Multimodal Interaction (ICMI ’27)

Reference 2025

Resolution
metadata mismatch
raw_fallback, observed 2026-08-05T21:07:02.199788Z

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.

source=pdf_text observed=2026-08-05T21:06:59.523089Z digest=sha256:c591935218783cbc1e77a828045a45aa52df23a2f328555c4da2b032a26b2bd0

Pith citing papers

No inbound Pith citation observations are available.