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Paper Citation Record · LEDGER

Echo State Networks for Time Series Forecasting: Hyperparameter Sweep and Benchmarking

As of 17 August 2026, this Paper Citation Record lists 2 of 2 outbound references and 1 inbound Pith citation observation for arXiv:2602.03912.

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

pith.paper-citation-record.v1
2602.03912 v4

Coverage vector

measured 2 of 2 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-03T04:54:37.137555Z

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-27T06:55:37.147063Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-07-03T14:48:32.888857Z

Reference resolution

2 of 2 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved2
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 830d0345-46aa-447a-90f8-201118b95fd1 · outbound

This paper cites Deep Echo State Network (DeepESN): A Brief Survey.

Echo State Networks for Time Series Forecasting: Hyperparameter Sweep and Benchmarking Deep Echo State Network (DeepESN): A Brief Survey

Reference 1

Resolution
unresolved
no resolver link, observed 2026-08-03T04:54:37.018149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:54:37.018149Z digest=sha256:3ab9c61ef0d238143e8a991a5e0a781e890c1ae91fb23f99098bc16959b5df4f

Observation e7430133-ae1a-4fc4-99eb-1f37a9220661 · outbound

This paper cites an unresolved cited work.

Echo State Networks for Time Series Forecasting: Hyperparameter Sweep and Benchmarking Unresolved cited work

Reference 1527

Resolution
unresolved
no resolver link, observed 2026-08-03T04:54:37.137555Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T04:54:37.137555Z digest=sha256:c53b4273b4c90986cdc615615d82e72eec2e938e37be24074d5f099f610d60a3

Pith citing papers

Observation 86fd0f72-306f-474c-b745-58aae6e46175 · inbound

Quantum Reservoir Computing for Short-Term Power Load Forecasting in Resource-Constrained Energy Systems cites this paper.

Quantum Reservoir Computing for Short-Term Power Load Forecasting in Resource-Constrained Energy Systems Echo State Networks for Time Series Forecasting: Hyperparameter Sweep and Benchmarking

Reference 21

Resolution
verified exact
local_arxiv, observed 2026-07-03T14:48:32.890099Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=pdf_text observed=2026-06-27T06:55:37.147063Z digest=sha256:65935540c99e67ce14e7720c84da275827335e40d37aa77f70a56fe35eef399f