Paper Citation Record · LEDGER

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric

As of 21 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2509.03240.

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

pith.paper-citation-record.v1
2509.03240 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T16:36:34.325806Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

26 of 26 outbound references displayed

verified exact4
verified fuzzy7
unresolved12
parse uncertain0
malformed identifier1
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e0c0ade7-1d91-4a1a-ac96-66326ceee04d · outbound

This paper cites TimesFM incorporates covariates that are available at prediction time, aligning them with the forecast horizon.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric TimesFM incorporates covariates that are available at prediction time, aligning them with the forecast horizon

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:36:35.270529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dc89e040-e1d1-46ba-b753-728b78e174cf · outbound

This paper cites Context = 2048 (512 seconds, 8.5 minutes) horizon = 256 (64 seconds).

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric Context = 2048 (512 seconds, 8.5 minutes) horizon = 256 (64 seconds)

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:36:35.255915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0a3b5980-ab2b-426b-8e1e-24ca66428dca · outbound

This paper cites Towards a Rigorous Evaluation of Time-series Anomaly Detection.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric Towards a Rigorous Evaluation of Time-series Anomaly Detection

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T16:36:34.244939Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a6b770fb-29ec-4518-af00-4f4f8066e120 · outbound

This paper cites URL https://doi.org/10.1007/s11222 -017-9746-6.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric URL https://doi.org/10.1007/s11222 -017-9746-6

Reference 8

Resolution: verified exact; doi, observed 2026-08-15T16:36:34.395759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dd73c11b-eb15-4a7b-9057-9af9ace0c923 · outbound

This paper cites Xin Liu, Daniel McDuff, Geza Kovacs, Isaac Galatzer-Levy, Jacob Sunshine, Jiening Zhan, Ming-Zher Poh, Shun Liao, Paolo Di Achille, and Shwetak Patel.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric Xin Liu, Daniel McDuff, Geza Kovacs, Isaac Galatzer-Levy, Jacob Sunshine, Jiening Zhan, Ming-Zher Poh, Shun Liao, Paolo Di Achille, and Shwetak Patel

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-15T16:36:34.258186Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d102d3a-7ea1-4e74-a8d0-a9c3f2104dfc · outbound

This paper cites Large Language Models are Few-Shot Health Learners.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric Large Language Models are Few-Shot Health Learners

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T16:36:34.262680Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0a1b6bbe-7a14-45c7-85c7-1a7252e7846c · outbound

This paper cites Large Brain Model for Learning Generic Representations with Tremendous EEG Data in BCI.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric Large Brain Model for Learning Generic Representations with Tremendous EEG Data in BCI

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T16:36:34.266943Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57daa35d-62a9-4226-a9cd-3ae29d6e04a6 · outbound

This paper cites Abhimanyu Das, Weihao Kong, Rajat Sen, and Yichen Zhou.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric Abhimanyu Das, Weihao Kong, Rajat Sen, and Yichen Zhou

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T16:36:34.271394Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f777b520-4f28-4e4d-8280-d876442ba763 · outbound

This paper cites A decoder-only foundation model for time-series forecasting.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric A decoder-only foundation model for time-series forecasting

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T16:36:34.275505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d5e2342-8609-42ba-819f-d8360f84f8c2 · outbound

This paper cites doi:10.1007/s10044-017-0657-0.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric doi:10.1007/s10044-017-0657-0

Reference 16

Resolution: verified exact; doi, observed 2026-08-15T16:36:34.372165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 93836bca-5bae-48de-94be-d2c0e1aaf364 · outbound

This paper cites doi:10.1109/tnnls.2021.3105827.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric doi:10.1109/tnnls.2021.3105827

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T16:36:34.287445Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7f2f271-6d86-4260-a437-52f6d7697acb · outbound

This paper cites Empatica.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric Empatica

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:36:35.324215Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 453d9b3b-c37e-4394-a930-e3eacf66c1f6 · outbound

This paper cites Accessed: 02-01-2024.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric Accessed: 02-01-2024

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:36:35.310563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dbdca615-a132-4ee1-8d2f-11ad73e44841 · outbound

This paper cites ISBN 9781450351911.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric ISBN 9781450351911

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-15T16:36:34.300440Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5a6e547-eb2a-49da-86d3-30b53d1493d7 · outbound

This paper cites Predicting Driver Self-Reported Stress by Analyzing the Road Scene.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric Predicting Driver Self-Reported Stress by Analyzing the Road Scene

Reference 21

Resolution: metadata mismatch; local_arxiv, observed 2026-08-15T16:36:34.416272Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5d4203e6-243d-444b-b87d-e255af7419d1 · outbound

This paper cites URL https://www.researchprotocols.org/2023/1/e45123.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric URL https://www.researchprotocols.org/2023/1/e45123

Reference 22

Resolution: malformed identifier; doi_truncated, observed 2026-08-15T16:36:34.358845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 22dcee97-5da2-4697-950a-e96b347450a2 · outbound

This paper cites Harald Vilhelm Skat-Rørdam, Mia Hang Knudsen, Simon Nørby Knudsen, Sneha Das, and Line H Clemmensen.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric Harald Vilhelm Skat-Rørdam, Mia Hang Knudsen, Simon Nørby Knudsen, Sneha Das, and Line H Clemmensen

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:36:35.297458Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 773a1159-b364-441a-b72d-9141017fa882 · outbound

This paper cites ISBN 1581131437.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric ISBN 1581131437

Reference 1999

Resolution: metadata mismatch; raw_fallback, observed 2026-08-15T16:36:34.661758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1186aa43-6bdc-4e03-b1aa-0c1097615377 · outbound

This paper cites Online event detection in streaming time series: Novel metrics and practical insights.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric Online event detection in streaming time series: Novel metrics and practical insights

Reference 2004

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:36:35.337702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation a3a4caa6-e1d0-48c0-b8d2-a5caa27b9e1a · outbound

This paper cites URL http://arxiv.org/abs/1802.03903.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric URL http://arxiv.org/abs/1802.03903

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-15T16:36:34.240522Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9348409-23b6-495b-ab35-41926931bc27 · outbound

This paper cites URL https://pubmed.ncbi.nlm.nih.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric URL https://pubmed.ncbi.nlm.nih

Reference 2019

Resolution: verified exact; raw_fallback, observed 2026-08-15T16:36:35.242474Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation db568dfb-1ae5-488a-bb24-8f11798b6972 · outbound

This paper cites Nature Scientific Data.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric Nature Scientific Data

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-15T16:36:34.253977Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ab8c6d9-7f71-4bf2-a0f3-4dcafdea0dbd · outbound

This paper cites ADARP: A Multi Modal Dataset for Stress and Alcohol Relapse Quantification in Real Life Setting.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric ADARP: A Multi Modal Dataset for Stress and Alcohol Relapse Quantification in Real Life Setting

Reference 2022

Resolution: verified exact; local_arxiv, observed 2026-08-15T16:36:35.084482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dbf63490-5125-4d8b-a21a-7fdf6762a96a · outbound

This paper cites URL https://www.frontiersin.org/journals/psych iatry/articles/10.3389/fpsyt.2023.1231024/full.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric URL https://www.frontiersin.org/journals/psych iatry/articles/10.3389/fpsyt.2023.1231024/full

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-15T16:36:34.236121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e3e0c22b-73ed-4779-8c7b-fb3933955cfd · outbound

This paper cites Ramesh Kumar Sah, Michael McDonell, Patricia Pendry, Sara Parent, Hassan Ghasemzadeh, and Michael J Cleveland.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric Ramesh Kumar Sah, Michael McDonell, Patricia Pendry, Sara Parent, Hassan Ghasemzadeh, and Michael J Cleveland

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T16:36:34.226687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 16b9924b-bb79-4d4c-9b29-85c86cfe08bc · outbound

This paper cites The TimesFM architecture illustration in the yellow box is from Das et al.

Evaluation of Stress Detection as Time Series Events -- A Novel Window-Based F1-Metric The TimesFM architecture illustration in the yellow box is from Das et al

Reference 2025

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T16:36:35.283800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.