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Paper Citation Record · LEDGER

Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia

As of 20 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2502.09173.

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

pith.paper-citation-record.v1
2502.09173 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T22:27:05.657926Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+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

15 of 15 outbound references displayed

  • verified exact0
  • verified fuzzy5
  • unresolved9
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 505d7d2f-6477-4bdd-9d82-06d24aa21a41 · outbound

This paper cites an unresolved cited work.

Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T22:27:05.822696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T22:27:05.624820Z digest=sha256:64f881e078489e83fb33d0aec86f4f47cb4bb2ed06706d5e646859394a9a56dc

Observation 4eb31092-5e38-4e86-9a09-b613aa03f458 · outbound

This paper cites an unresolved cited work.

Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia Unresolved cited work

Reference 2

Resolution
unresolved
raw_fallback, observed 2026-08-07T22:27:05.812745Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T22:27:05.628125Z digest=sha256:ae81e15db031dcd931dd67df7fd02b8b5b35222b0c0dc7174d97287a18629cb9

Observation 83d04cf6-6e7d-4209-8199-0f61458cf01a · outbound

This paper cites Decoupled Weight Decay Regularization.

Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia Decoupled Weight Decay Regularization

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T22:27:05.616786Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:27:05.616786Z digest=sha256:d78810355ece8886e2ef7689d58b1d2ba847356c4593b791540e0968e314b13e

Observation 5ca3d491-4c11-48c7-8077-15e630c7b80e · outbound

This paper cites an unresolved cited work.

Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-07T22:27:05.791205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T22:27:05.634558Z digest=sha256:c76867466bb360ac415ef9d77eedaaa30701475b72a4b1b69f6c51de9e60e918

Observation 6e50ce1d-622a-44e1-b225-65ca9b241426 · outbound

This paper cites an unresolved cited work.

Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-07T22:27:05.780343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T22:27:05.637811Z digest=sha256:ef605a15294f9c5685cba96171007e15575a553edb513022a1d53f221d34d6ae

Observation b24f0571-fed9-4c2b-852f-e5793056df33 · outbound

This paper cites In State 1, the frequency of kitchen visits is markedly elevated, significantly ex- ceeding the mean observed in other states.

Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia In State 1, the frequency of kitchen visits is markedly elevated, significantly ex- ceeding the mean observed in other states

Reference 6

Resolution
malformed identifier
raw_fallback, observed 2026-08-07T22:27:05.718182Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T22:27:05.657926Z digest=sha256:5b004ba818f6880564a8f125049b797a90deb9788be0c9bb030b4240b5ca5b7e

Observation 5265f090-7904-4c2e-8db3-901e7442d256 · outbound

This paper cites an unresolved cited work.

Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-07T22:27:05.801880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T22:27:05.631415Z digest=sha256:bdb37e93c58f7077af51292121dd2c0c981e83b2cbd2a8339757c39803286051

Observation f11232b8-1887-4958-bb8e-6a8994dcc69c · outbound

This paper cites an unresolved cited work.

Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-07T22:27:05.769045Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T22:27:05.641383Z digest=sha256:bad0905c627f2f23ea6f23e49d49538e1e0e5d1a88c11695b96285ab4c50ad3d

Observation 172c7119-5a53-4656-aa7a-8ec967a4885f · outbound

This paper cites • State 5 and 2 exhibits strong negative correlation (- 0.17 and -0.12), potentially indicating cognitive sta- bility or improvement.

Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia • State 5 and 2 exhibits strong negative correlation (- 0.17 and -0.12), potentially indicating cognitive sta- bility or improvement

Reference 11

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:27:05.758891Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T22:27:05.644539Z digest=sha256:f303db211587f82586e85de12a6e4e30faa35ebab46b33179796666e0521e133

Observation 23585e75-491c-4dd4-89f8-3c1ef1445232 · outbound

This paper cites • Strong positive correlation (0.33) in State 5, further supporting cognitive improvement hypothesis.

Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia • Strong positive correlation (0.33) in State 5, further supporting cognitive improvement hypothesis

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:27:05.748969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T22:27:05.648233Z digest=sha256:cf17121ad92365a6569d0058fe9a7f085bcc963d75e9c3814333864c7988d710

Observation ee14fdcd-132e-4701-8bae-9a8f0c5105fe · outbound

This paper cites • Negative correlations in States 1 and 3 (-0.25 and -0.25), indicating patterns more characteristic of younger participants.

Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia • Negative correlations in States 1 and 3 (-0.25 and -0.25), indicating patterns more characteristic of younger participants

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:27:05.739282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T22:27:05.651821Z digest=sha256:0294e6f707c2f25c3cd7596b5abd0d64fcc9d4acb71e72ed9563b60c5e56112a

Observation 22c14df8-7754-404d-a013-094b5f14d4e9 · outbound

This paper cites • Strong positive correlation (0.29) of Total MMSE Score in State 5, supporting better cognitive function.

Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia • Strong positive correlation (0.29) of Total MMSE Score in State 5, supporting better cognitive function

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:27:05.728830Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T22:27:05.654845Z digest=sha256:fe518e0caf0ef57c5bccbe4eae772c57811f234a96ccfb76d58280424a583965

Observation 88629cc0-c338-4644-8e4e-4199363cc19e · outbound

This paper cites Synthetic Data Generation with Large Language Models for Text Classification: Potential and Limitations.

Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia Synthetic Data Generation with Large Language Models for Text Classification: Potential and Limitations

Reference 2022

Resolution
unresolved
no resolver link, observed 2026-08-07T22:27:05.612867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:27:05.612867Z digest=sha256:f6efb5655322fb831d812da4a6ade1486a3389f035efbe46293742d1158754f3

Observation c4ea7d11-799e-4a7e-91f6-3e21ee77f66a · outbound

This paper cites MTEB: Massive Text Embedding Benchmark.

Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia MTEB: Massive Text Embedding Benchmark

Reference 2023

Resolution
unresolved
no resolver link, observed 2026-08-07T22:27:05.620691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T22:27:05.620691Z digest=sha256:63e20c6cd2280815add9e076c4d49730f5efa3d6313c01f6ee33796a1c910ae2

Observation 0b29f8a7-abc1-4d37-884f-3c6b726becbb · outbound

This paper cites Brown, T.

Two-Stage Representation Learning for Analyzing Movement Behavior Dynamics in People Living with Dementia Brown, T

Reference 2024

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T22:27:05.832395Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-07T22:27:05.608595Z digest=sha256:601263d52da88adf79e106ea394a06214ae0e2f1920b61c495bfbf3608441c49

Pith citing papers

No inbound Pith citation observations are available.