Paper Citation Record · LEDGER

ChemReservoir -- An Open-Source Framework for Chemically-Inspired Reservoir Computing

As of 8 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2506.04249.

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

pith.paper-citation-record.v1
2506.04249 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:02:07.578599Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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 fuzzy14
unresolved1
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 2033b0a9-927e-4846-bed5-0278f1f7d992 · outbound

This paper cites Prediction of chaotic time series using recurrent neural networks and reservoir computing techniques: A comparative study.Machine learning with applications, 8:100300, 2022.

ChemReservoir -- An Open-Source Framework for Chemically-Inspired Reservoir Computing Prediction of chaotic time series using recurrent neural networks and reservoir computing techniques: A comparative study.Machine learning with applications, 8:100300, 2022

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:07.785411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation c5ad1065-fddf-4f1d-b19f-4330c1e68edf · outbound

This paper cites Temporal information transformed into a spatial code by a neural network with realistic properties.Science, 267(5200):1028–1030, 1995.

ChemReservoir -- An Open-Source Framework for Chemically-Inspired Reservoir Computing Temporal information transformed into a spatial code by a neural network with realistic properties.Science, 267(5200):1028–1030, 1995

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:07.773592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 110a92fd-345d-4d68-9107-cc714b79b4b8 · outbound

This paper cites Citeseer, 2002.

ChemReservoir -- An Open-Source Framework for Chemically-Inspired Reservoir Computing Citeseer, 2002

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:07.760895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 42ed6729-4965-4bc0-82be-247cd3916d12 · outbound

This paper cites A survey on reservoir computing and its interdisciplinary applica- tions beyond traditional machine learning.IEEE Access, 11:81033–81070, 2023.

ChemReservoir -- An Open-Source Framework for Chemically-Inspired Reservoir Computing A survey on reservoir computing and its interdisciplinary applica- tions beyond traditional machine learning.IEEE Access, 11:81033–81070, 2023

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:07.749310Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation f95d37f1-e119-42f7-b89d-551f8a94d78f · outbound

This paper cites Reservoir computing approaches to recurrent neural network training.

ChemReservoir -- An Open-Source Framework for Chemically-Inspired Reservoir Computing Reservoir computing approaches to recurrent neural network training

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:07.736364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 472edd7c-0d85-4a97-9d5d-ce09b72bc578 · outbound

This paper cites Complex chemical reaction networks for future information processing.

ChemReservoir -- An Open-Source Framework for Chemically-Inspired Reservoir Computing Complex chemical reaction networks for future information processing

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:07.724082Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 1c2cb529-0588-4af5-9924-694821491673 · outbound

This paper cites Chemical reservoir computation in a self-organizing reaction network.Nature, 631(8021):549–555, 2024.

ChemReservoir -- An Open-Source Framework for Chemically-Inspired Reservoir Computing Chemical reservoir computation in a self-organizing reaction network.Nature, 631(8021):549–555, 2024

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:07.712010Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 45d56eaa-7f16-4c34-b7fa-dc8d57e2271e · outbound

This paper cites Reservoir computing with random chemical systems.

ChemReservoir -- An Open-Source Framework for Chemically-Inspired Reservoir Computing Reservoir computing with random chemical systems

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:07.699454Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 75150a34-f821-42a9-9496-45bb44178093 · outbound

This paper cites A reservoir computing approach for molecular computing.

ChemReservoir -- An Open-Source Framework for Chemically-Inspired Reservoir Computing A reservoir computing approach for molecular computing

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:07.686176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 5d1fccc5-30eb-4478-b90e-7c5cf8a021a9 · outbound

This paper cites Minimum complexity echo state network.IEEE transactions on neural networks, 22(1):131–144, 2010.

ChemReservoir -- An Open-Source Framework for Chemically-Inspired Reservoir Computing Minimum complexity echo state network.IEEE transactions on neural networks, 22(1):131–144, 2010

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:07.673827Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation fb09b1be-e7eb-4c5b-930a-5d200e3c52c1 · outbound

This paper cites Reservoir computing benchmarks: a tutorial review and critique.International Journal of Parallel, Emergent and Distributed Systems, pages 1–39, 2025.

ChemReservoir -- An Open-Source Framework for Chemically-Inspired Reservoir Computing Reservoir computing benchmarks: a tutorial review and critique.International Journal of Parallel, Emergent and Distributed Systems, pages 1–39, 2025

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:07.661280Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 513ed24e-2b07-43e7-981b-bb09bda92eed · outbound

This paper cites A software package for chemically inspired graph transformation.

ChemReservoir -- An Open-Source Framework for Chemically-Inspired Reservoir Computing A software package for chemically inspired graph transformation

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:07.648492Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 383174c0-9bf5-4be2-9187-6e0f0cdefc3d · outbound

This paper cites A biology-inspired recurrent oscillator network for computations in high-dimensional state space, 2022.

ChemReservoir -- An Open-Source Framework for Chemically-Inspired Reservoir Computing A biology-inspired recurrent oscillator network for computations in high-dimensional state space, 2022

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:07.635887Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation e001ccc3-4be5-4315-90cd-c01ab49a9921 · outbound

This paper cites Scikit-learn: Machine learning in python.

ChemReservoir -- An Open-Source Framework for Chemically-Inspired Reservoir Computing Scikit-learn: Machine learning in python

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T12:02:07.574972Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 191c1958-7882-4549-ab9c-25a37596d953 · outbound

This paper cites Deap: Evolutionary algorithms made easy.The Journal of Machine Learning Research, 13(1):2171–2175, 2012.

ChemReservoir -- An Open-Source Framework for Chemically-Inspired Reservoir Computing Deap: Evolutionary algorithms made easy.The Journal of Machine Learning Research, 13(1):2171–2175, 2012

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T12:02:07.612206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.