Paper Citation Record · LEDGER

Human-Centered Benchmarking of Driver Monitoring Models

As of 11 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2606.08123.

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

pith.paper-citation-record.v1
2606.08123 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-27T19:59:45.757893Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

25 of 25 outbound references displayed

verified exact0
verified fuzzy0
unresolved23
parse uncertain1
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 37bbab5a-a490-4e50-af12-e43c270f46e8 · outbound

This paper cites Drowsy driving in fatal crashes, united states, 2017–2021.

Human-Centered Benchmarking of Driver Monitoring Models Drowsy driving in fatal crashes, united states, 2017–2021

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da05baea-fe2e-4374-8020-0907649163d6 · outbound

This paper cites an unresolved cited work.

Human-Centered Benchmarking of Driver Monitoring Models Unresolved cited work

Reference 2

Resolution: parse uncertain; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0a19cb5-47b9-4b28-83f5-fe468ddcc4cf · outbound

This paper cites Traffic safety facts: Drowsy driving.

Human-Centered Benchmarking of Driver Monitoring Models Traffic safety facts: Drowsy driving

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a71fe6af-d73b-4cfb-86ee-4fd198fae8db · outbound

This paper cites Comprehensive assessment of artificial intelligence tools for driver monitoring and analyzing safety critical events in vehicles.Sensors, 24(8):2478, 2024.

Human-Centered Benchmarking of Driver Monitoring Models Comprehensive assessment of artificial intelligence tools for driver monitoring and analyzing safety critical events in vehicles.Sensors, 24(8):2478, 2024

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a489454e-0c9c-405d-ac5c-a3dcdb73eb9f · outbound

This paper cites Real-time driver drowsiness detection using transformer architectures: a novel deep learning approach.Scientific Reports, 15(1):17493, 2025.

Human-Centered Benchmarking of Driver Monitoring Models Real-time driver drowsiness detection using transformer architectures: a novel deep learning approach.Scientific Reports, 15(1):17493, 2025

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5953a927-51ac-4094-a1b9-7f1a016ff897 · outbound

This paper cites AI-and deep learning-powered driver drowsiness detection method using facial analysis.Applied Sciences, 15(3):1102, 2025.

Human-Centered Benchmarking of Driver Monitoring Models AI-and deep learning-powered driver drowsiness detection method using facial analysis.Applied Sciences, 15(3):1102, 2025

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25a5fdeb-a5bf-4dcc-a864-737b5982e186 · outbound

This paper cites Regulation (EU) 2019/2144 on type-approval requirements for motor vehi- cles and their trailers.

Human-Centered Benchmarking of Driver Monitoring Models Regulation (EU) 2019/2144 on type-approval requirements for motor vehi- cles and their trailers

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fa80b1b9-072b-4640-8f87-ddd733dfb929 · outbound

This paper cites an unresolved cited work.

Human-Centered Benchmarking of Driver Monitoring Models Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1afe0eb0-a946-4cca-8cb1-38b9df5dbcfa · outbound

This paper cites Establishing and evaluating trustworthy ai: overview and research challenges.Frontiers in Big Data, 7, 2024.

Human-Centered Benchmarking of Driver Monitoring Models Establishing and evaluating trustworthy ai: overview and research challenges.Frontiers in Big Data, 7, 2024

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96ff53b4-191e-4dd2-b86c-98b9e3f5d638 · outbound

This paper cites an unresolved cited work.

Human-Centered Benchmarking of Driver Monitoring Models Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 960b7f3c-70dc-4aa9-ad9c-567cad939884 · outbound

This paper cites Searching for MobileNetV3.

Human-Centered Benchmarking of Driver Monitoring Models Searching for MobileNetV3

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0435f749-d640-4916-a5d5-f97d05e2498b · outbound

This paper cites ShuffleNet V2: Practical guidelines for efficient CNN architecture design.

Human-Centered Benchmarking of Driver Monitoring Models ShuffleNet V2: Practical guidelines for efficient CNN architecture design

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89c92ff1-4293-4cf6-b616-48b2bf0474e3 · outbound

This paper cites EfficientNet: Rethinking model scaling for convolutional neural networks.

Human-Centered Benchmarking of Driver Monitoring Models EfficientNet: Rethinking model scaling for convolutional neural networks

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fba25c48-9d8a-4a97-bc82-dd517698933b · outbound

This paper cites Training data-efficient image transformers and distillation through attention.

Human-Centered Benchmarking of Driver Monitoring Models Training data-efficient image transformers and distillation through attention

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 321c9233-b6f8-4d27-92e5-2d0c254fb118 · outbound

This paper cites Driver fatigue detection systems: A review.IEEE Transactions on Intelligent Transportation Systems, 20(6):2339–2352, 2018.

Human-Centered Benchmarking of Driver Monitoring Models Driver fatigue detection systems: A review.IEEE Transactions on Intelligent Transportation Systems, 20(6):2339–2352, 2018

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98943a11-bb0b-4806-8130-e00c6fc51873 · outbound

This paper cites A review of recent developments in driver drowsiness detection systems.Sensors, 22(5):2069, 2022.

Human-Centered Benchmarking of Driver Monitoring Models A review of recent developments in driver drowsiness detection systems.Sensors, 22(5):2069, 2022

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b0ef3534-124f-4fa5-9661-4ddba285c8d6 · outbound

This paper cites A CNN-based approach for driver drowsiness detection by real-time eye state identification.

Human-Centered Benchmarking of Driver Monitoring Models A CNN-based approach for driver drowsiness detection by real-time eye state identification

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26d9819b-ca9e-4aad-8d57-21b9b726302e · outbound

This paper cites an unresolved cited work.

Human-Centered Benchmarking of Driver Monitoring Models Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0c44df6b-7ba5-4e95-b329-ad3f0fc40593 · outbound

This paper cites Selvaraju et al.

Human-Centered Benchmarking of Driver Monitoring Models Selvaraju et al

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43063d42-07b4-46ed-8235-025d1f5d2626 · outbound

This paper cites RISE: Randomized input sampling for explanation of black-box models.

Human-Centered Benchmarking of Driver Monitoring Models RISE: Randomized input sampling for explanation of black-box models

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d693e4f-fa94-4b79-9f7e-99a5ff1bafdd · outbound

This paper cites From anecdotal evidence to quantitative evaluation methods: A systematic review on evaluating explainable AI.ACM Computing Surveys, 55(13s):295, 2023.

Human-Centered Benchmarking of Driver Monitoring Models From anecdotal evidence to quantitative evaluation methods: A systematic review on evaluating explainable AI.ACM Computing Surveys, 55(13s):295, 2023

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57abd64a-5cda-4b78-bb86-fbe4556872f4 · outbound

This paper cites Decoupled weight decay regularization.

Human-Centered Benchmarking of Driver Monitoring Models Decoupled weight decay regularization

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6bd0fa80-ec06-45b5-bd51-bbc22910fa01 · outbound

This paper cites Captum: A unified and generic model interpretability library for PyTorch.

Human-Centered Benchmarking of Driver Monitoring Models Captum: A unified and generic model interpretability library for PyTorch

Reference 23

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T20:57:23.681709Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 912d0489-204a-4faa-badc-dc33fd1f3693 · outbound

This paper cites thop: PyTorch-OpCounter.

Human-Centered Benchmarking of Driver Monitoring Models thop: PyTorch-OpCounter

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ee86ad9-35cf-46f9-b8d9-14010bbec57d · outbound

This paper cites Understanding robustness of transformers for image classification.

Human-Centered Benchmarking of Driver Monitoring Models Understanding robustness of transformers for image classification

Reference 25

Resolution: unresolved; no resolver link, observed 2026-06-27T19:59:45.757893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.