Paper Citation Record · LEDGER

SetEasy: A Multi-Modal Classroom Engagement Assessment and Seating Optimization Framework

As of 12 August 2026, this Paper Citation Record lists 12 of 12 outbound references and 0 inbound Pith citation observations for arXiv:2608.07188.

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

pith.paper-citation-record.v1
2608.07188 v1

Coverage vector

measured 12 of 12 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T13:17:41.669677Z

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+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

12 of 12 outbound references displayed

verified exact4
verified fuzzy1
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 6d341ecc-af29-413c-ad3f-52f3179a50f9 · outbound

This paper cites an unresolved cited work.

SetEasy: A Multi-Modal Classroom Engagement Assessment and Seating Optimization Framework Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-10T13:18:03.690044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation d7175bff-251c-44ce-98ad-a0846b7298c5 · outbound

This paper cites CommuniWave:A Machine Learning Model for Quantifying the Degree of Temporary Informal Behavior in Urban Communities.

SetEasy: A Multi-Modal Classroom Engagement Assessment and Seating Optimization Framework CommuniWave:A Machine Learning Model for Quantifying the Degree of Temporary Informal Behavior in Urban Communities

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-08-10T13:17:52.873564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation f7ca9f4d-2b8a-440e-8a3b-e10dce597050 · outbound

This paper cites In: ICASSP 18 ZHIHAO XIE, HONGYE YANG AND SHIEN LIU 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) [online].

SetEasy: A Multi-Modal Classroom Engagement Assessment and Seating Optimization Framework In: ICASSP 18 ZHIHAO XIE, HONGYE YANG AND SHIEN LIU 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) [online]

Reference 12

Resolution: verified exact; raw_fallback, observed 2026-08-10T13:17:52.850586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fcdf1d5f-a70c-445d-984d-5358983fda09 · outbound

This paper cites an unresolved cited work.

SetEasy: A Multi-Modal Classroom Engagement Assessment and Seating Optimization Framework Unresolved cited work

Reference 2012

Resolution: verified exact; doi, observed 2026-08-10T13:17:41.715355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation fb3dd942-1f78-460c-b52c-d3851e0cce35 · outbound

This paper cites an unresolved cited work.

SetEasy: A Multi-Modal Classroom Engagement Assessment and Seating Optimization Framework Unresolved cited work

Reference 2013

Resolution: unresolved; raw_fallback, observed 2026-08-10T13:18:03.705440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 7bc37a9f-3e6f-490c-9fb5-6e6de2d31696 · outbound

This paper cites Simple Online and Realtime Tracking.

SetEasy: A Multi-Modal Classroom Engagement Assessment and Seating Optimization Framework Simple Online and Realtime Tracking

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-10T13:17:41.617044Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2eff57eb-8f8b-40e0-bbc8-8abcf709e101 · outbound

This paper cites an unresolved cited work.

SetEasy: A Multi-Modal Classroom Engagement Assessment and Seating Optimization Framework Unresolved cited work

Reference 2017

Resolution: metadata mismatch; raw_fallback, observed 2026-08-10T13:18:03.657894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 5c7166d8-bf09-4cb6-b434-39170a37c12f · outbound

This paper cites an unresolved cited work.

SetEasy: A Multi-Modal Classroom Engagement Assessment and Seating Optimization Framework Unresolved cited work

Reference 2018

Resolution: unresolved; raw_fallback, observed 2026-08-10T13:18:03.735827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation c5400df5-1913-449f-8e6a-dbbb402bdf6f · outbound

This paper cites In: Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence [online].

SetEasy: A Multi-Modal Classroom Engagement Assessment and Seating Optimization Framework In: Proceedings of the Twenty-Eighth International Joint Conference on Artificial Intelligence [online]

Reference 2019

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T13:18:03.720759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation b9be276a-2709-4a1a-9697-18c5c5d3e10a · outbound

This paper cites Student Classroom Behavior Detection based on YOLOv7-BRA and Multi-Model Fusion.

SetEasy: A Multi-Modal Classroom Engagement Assessment and Seating Optimization Framework Student Classroom Behavior Detection based on YOLOv7-BRA and Multi-Model Fusion

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-10T13:17:41.652290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8613df8-6ffa-4ffe-aad3-b2623e3bddce · outbound

This paper cites EEG Emotion Recognition From AI-Generated Biodigital Architecture Images.

SetEasy: A Multi-Modal Classroom Engagement Assessment and Seating Optimization Framework EEG Emotion Recognition From AI-Generated Biodigital Architecture Images

Reference 2026

Resolution: verified exact; local_arxiv, observed 2026-08-10T13:17:52.893894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

Observation 961b0106-dc4e-4cf1-9396-eccff44df6e1 · outbound

This paper cites an unresolved cited work.

SetEasy: A Multi-Modal Classroom Engagement Assessment and Seating Optimization Framework Unresolved cited work

Reference 5605

Resolution: unresolved; no resolver link, observed 2026-08-10T13:17:41.665177Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.