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Paper Citation Record · LEDGER

CaPulse: Detecting Anomalies by Tuning in to the Causal Rhythms of Time Series

As of 9 August 2026, this Paper Citation Record lists 14 of 14 outbound references and 1 inbound Pith citation observation for arXiv:2508.04630.

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

pith.paper-citation-record.v1
2508.04630 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T23:55:53.082744Z

measured 15 of 15 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-18T14:45:29.515515Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-18T14:46:29.299061Z

Reference resolution

14 of 14 outbound references displayed

  • verified exact0
  • verified fuzzy6
  • unresolved8
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a813e3a1-5d50-4e6f-84ff-e479b1f084b1 · outbound

This paper cites This can help stimulate economic growth and create jobs.

CaPulse: Detecting Anomalies by Tuning in to the Causal Rhythms of Time Series This can help stimulate economic growth and create jobs

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:55:53.202897Z

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=2026-08-05T23:55:53.059168Z digest=sha256:73dddada2d112fa187a286215aa0c80ebc6ea5b7019ae96de55d4ab0bf57b77a

Observation 2af9a2cf-ab43-42a5-807b-4ed02dc9d96f · outbound

This paper cites The Llama 3 Herd of Models.

CaPulse: Detecting Anomalies by Tuning in to the Causal Rhythms of Time Series The Llama 3 Herd of Models

Reference 2

Resolution
unresolved
no resolver link, observed 2026-08-05T23:55:53.049966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:55:53.049966Z digest=sha256:17fa9588e4d4885c315cbd2b5d1b74bfa7b55468ff2c5173c15c67e681e35d74

Observation 71394120-8505-4928-8826-458733e49331 · outbound

This paper cites Advances in Neural Information Processing Systems, 36: 62630–62656.

CaPulse: Detecting Anomalies by Tuning in to the Causal Rhythms of Time Series Advances in Neural Information Processing Systems, 36: 62630–62656

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:55:53.211201Z

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=2026-08-05T23:55:53.053074Z digest=sha256:a92080a1d6560ff2521c624806d89c1ddac8d6254fd8eb099b1264c1899979f4

Observation 6e59c8d2-79bf-484e-8123-a79756763244 · outbound

This paper cites Automatic Prompt Optimization with "Gradient Descent" and Beam Search.

CaPulse: Detecting Anomalies by Tuning in to the Causal Rhythms of Time Series Automatic Prompt Optimization with "Gradient Descent" and Beam Search

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-05T23:55:53.056029Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:55:53.056029Z digest=sha256:138e30a2ab2b7a7668efe1b5c3055111f817225728c6b4be6fbf5ffe5418faf5

Observation e730918c-536b-436c-a6ef-df95c834ac6e · outbound

This paper cites an unresolved cited work.

CaPulse: Detecting Anomalies by Tuning in to the Causal Rhythms of Time Series Unresolved cited work

Reference 5

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:55:53.168741Z

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=2026-08-05T23:55:53.069831Z digest=sha256:0edbd17f5a4041bfe5773fa28e9802774ccd7fcad4325d07ee3775ddce1a7f60

Observation b4585647-e7e5-4f5f-8cf3-d7f864759d8f · outbound

This paper cites Lowering interest rates can encourage borrowing and spending, while quantitative easing can increase the money supply and stimulate economic activity.

CaPulse: Detecting Anomalies by Tuning in to the Causal Rhythms of Time Series Lowering interest rates can encourage borrowing and spending, while quantitative easing can increase the money supply and stimulate economic activity

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:55:53.194586Z

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=2026-08-05T23:55:53.061821Z digest=sha256:72449b1952e7c18b82c4ab8edb54a4e76bda7fbb009c21b4803a7b8a89642ecc

Observation bed7fae2-d59c-4248-a3ab-296b01999d37 · outbound

This paper cites This can help boost exports and stimulate economic growth.

CaPulse: Detecting Anomalies by Tuning in to the Causal Rhythms of Time Series This can help boost exports and stimulate economic growth

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:55:53.185681Z

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=2026-08-05T23:55:53.064530Z digest=sha256:82906ed0485b3273078620b1ef9c0e5a29205b45a36ffb1465a470f639efdbfb

Observation fda76357-437d-45ee-acc0-2caa719cdf9e · outbound

This paper cites an unresolved cited work.

CaPulse: Detecting Anomalies by Tuning in to the Causal Rhythms of Time Series Unresolved cited work

Reference 8

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:55:53.177276Z

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=2026-08-05T23:55:53.067114Z digest=sha256:3860c82a9b5f500569c371041670bfd5b04669c994a1c530a813d748719bf171

Observation ce198606-f5b2-4b70-9c6e-dd724dc86925 · outbound

This paper cites an unresolved cited work.

CaPulse: Detecting Anomalies by Tuning in to the Causal Rhythms of Time Series Unresolved cited work

Reference 9

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:55:53.134842Z

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=2026-08-05T23:55:53.080321Z digest=sha256:cb55354691f57d8d6ab1dac967a827283f146be04c10995cfdb852967753c43a

Observation 568024e3-aacf-4726-a775-f77698776617 · outbound

This paper cites an unresolved cited work.

CaPulse: Detecting Anomalies by Tuning in to the Causal Rhythms of Time Series Unresolved cited work

Reference 10

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:55:53.160098Z

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=2026-08-05T23:55:53.072439Z digest=sha256:a665aaff301d281c365c8eecc3f24af97d68432b13dec6a5a999091ffeb1d9f2

Observation 8380149f-5fe7-4cec-a84d-0547aff6d0a8 · outbound

This paper cites an unresolved cited work.

CaPulse: Detecting Anomalies by Tuning in to the Causal Rhythms of Time Series Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:55:53.151629Z

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=2026-08-05T23:55:53.075109Z digest=sha256:8161f055f815773cff1d52380c427125ce851eba1bf113286554458d7c428f79

Observation a582d5f4-5233-4924-a546-e8f1a6cad8a4 · outbound

This paper cites an unresolved cited work.

CaPulse: Detecting Anomalies by Tuning in to the Causal Rhythms of Time Series Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-05T23:55:53.143047Z

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=2026-08-05T23:55:53.077872Z digest=sha256:9332687f3cf17f7eb070f5e5b106020e491d59313c27d37c250de894f78729b4

Observation 4f843312-23d2-46c8-846e-0fd8c0ee77b0 · outbound

This paper cites Overall, governments have a range of fiscal and monetary policy tools at their disposal to address economic downturns and recessions.

CaPulse: Detecting Anomalies by Tuning in to the Causal Rhythms of Time Series Overall, governments have a range of fiscal and monetary policy tools at their disposal to address economic downturns and recessions

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:55:53.125931Z

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=2026-08-05T23:55:53.082744Z digest=sha256:2954fb77cd5c02972bcf0a3b42edd256a007471656b5042f597ffa826ae4134f

Observation 883a2ba8-3786-4e3f-a9e5-c69a67f5ec5f · outbound

This paper cites See https://vicuna.

CaPulse: Detecting Anomalies by Tuning in to the Causal Rhythms of Time Series See https://vicuna

Reference 2023

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T23:55:53.219205Z

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=2026-08-05T23:55:53.046725Z digest=sha256:e0e5b4d44f1be3be27f41a50562a99f53f77cde1ded229aca85395f9955d34c7

Pith citing papers

Observation 7f365afe-8f3c-4dcb-bb25-beffe09a43b6 · inbound

Causal Time Series Generation via Diffusion Models cites this paper.

Causal Time Series Generation via Diffusion Models CaPulse: Detecting Anomalies by Tuning in to the Causal Rhythms of Time Series

Reference 43

Resolution
verified exact
arxiv_id, observed 2026-05-18T14:46:29.301840Z

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=arxiv_source observed=2026-05-18T14:45:29.515515Z digest=sha256:07c65a66e1e2d18e79d119c56a6582ee0fd84a4d6d41eaf6d5d928849aba10b5