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Paper Citation Record · LEDGER

Efficient Cross-Validation of Echo State Networks

As of 16 August 2026, this Paper Citation Record lists 10 of 10 outbound references and 0 inbound Pith citation observations for arXiv:1908.08450.

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

pith.paper-citation-record.v1
1908.08450 v1

Coverage vector

measured 10 of 10 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-14T11:47:11.023535Z

measured 10 of 10 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

10 of 10 outbound references displayed

  • verified exact0
  • verified fuzzy10
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9f786f04-c867-4f2d-930c-a4e57c1438e6 · outbound

This paper cites echo state.

Efficient Cross-Validation of Echo State Networks echo state

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:47:11.160383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:47:10.987832Z digest=sha256:3e65d43dbee350449d01e94c0f891d241b63b1aec3f18e4e28736b2960033c7b

Observation 3fd5c672-42df-49d3-8af9-538f77712985 · outbound

This paper cites Harnessing nonlinearity: predicting chaotic sys- tems and saving energy in wireless communication.Science, 304(5667):78–80, 2004.

Efficient Cross-Validation of Echo State Networks Harnessing nonlinearity: predicting chaotic sys- tems and saving energy in wireless communication.Science, 304(5667):78–80, 2004

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:47:11.149533Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:47:10.992390Z digest=sha256:827221d5ee302e1fdcbb0c631eebcb6e07ef6a1cd95df8f88f7d6886895afa8a

Observation f27cf44d-9a5e-4f8c-914a-6d4517808548 · outbound

This paper cites Echo state network.

Efficient Cross-Validation of Echo State Networks Echo state network

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:47:11.138496Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:47:10.996253Z digest=sha256:c36f15e4a1fb493b471f4bae67797d21123ddb0a7c43cae47e8b9cb6285c52fe

Observation db705773-465b-4f94-96f9-5cb135db8db2 · outbound

This paper cites Reservoir computing approaches to re- current neural network training.

Efficient Cross-Validation of Echo State Networks Reservoir computing approaches to re- current neural network training

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:47:11.127416Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:47:11.000036Z digest=sha256:85396f5ba91385b9ee73730d9be942563d3d34ae88dc03b210a646db43d8fa47

Observation e04cc5fe-e034-4477-bd29-bedd7ec10288 · outbound

This paper cites Cross-validatory choice and assessment of statistical predictions.

Efficient Cross-Validation of Echo State Networks Cross-validatory choice and assessment of statistical predictions

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:47:11.115570Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:47:11.003917Z digest=sha256:efd29080a54c56c254ff4d4f695ae479617d2947a2b9c984812a7a5b204b5b9c

Observation daca6820-e089-4643-8f42-603ec512378b · outbound

This paper cites A practical guide to applying echo state networks.

Efficient Cross-Validation of Echo State Networks A practical guide to applying echo state networks

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:47:11.102996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:47:11.008005Z digest=sha256:be933ecdf8d514c4b32f31c258e0aa4cce3ce624a2cdffc1bb976c6b43cc231f

Observation 1e2ca3ab-7b4b-4db0-965d-28cfda2de543 · outbound

This paper cites Yildiz, Herbert Jaeger, and Stefan J.

Efficient Cross-Validation of Echo State Networks Yildiz, Herbert Jaeger, and Stefan J

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:47:11.091674Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:47:11.012495Z digest=sha256:0177d6af3efc8b5cda0b46ba4f6a42de0296c9859368f3d7a817b98f7816189d

Observation 97e62784-8098-4ca7-a333-b7538b984f25 · outbound

This paper cites A note on the validity of cross-validation for evaluating autoregressive time series prediction.Computational Statistics & Data Analysis , 120:70–83, 2018.

Efficient Cross-Validation of Echo State Networks A note on the validity of cross-validation for evaluating autoregressive time series prediction.Computational Statistics & Data Analysis , 120:70–83, 2018

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:47:11.078635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:47:11.016155Z digest=sha256:859fb710b869c69bcc0ca7bb781cb4716fb1220884ae03c9d4948e0b1fe8cf14

Observation afae45a6-13b0-4e07-9010-bfdc9e54e9b8 · outbound

This paper cites Short-term electricity demand forecasting using double seasonal ex- ponential smoothing.

Efficient Cross-Validation of Echo State Networks Short-term electricity demand forecasting using double seasonal ex- ponential smoothing

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:47:11.067216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:47:11.019789Z digest=sha256:ff7a58f5ab52f4cd222d16ee4fc11d2d747bbd450d2f339ac0c0e7cab702b5fb

Observation 871f0e48-c94c-4de3-8325-96e1c530d107 · outbound

This paper cites Optimiza- tion and applications of echo state networks with leaky-integrator neurons.

Efficient Cross-Validation of Echo State Networks Optimiza- tion and applications of echo state networks with leaky-integrator neurons

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-14T11:47:11.055276Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-14T11:47:11.023535Z digest=sha256:1cc96f9dfd5f09278608373ac9d87b481f27bfe68217cdf00f24e149c5cf8d4c

Pith citing papers

No inbound Pith citation observations are available.