Pith. sign in

Paper Citation Record · LEDGER

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator

As of 17 August 2026, this Paper Citation Record lists 30 of 30 outbound references and 1 inbound Pith citation observation for arXiv:2505.05852.

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

pith.paper-citation-record.v1
2505.05852 v2

Coverage vector

measured 30 of 30 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:58:44.657027Z

measured 31 of 31 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 2026-08-06T22:23:16.180838Z

measured 1 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T05:30:23.456663Z

Reference resolution

30 of 30 outbound references displayed

  • verified exact0
  • verified fuzzy20
  • unresolved9
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

0
pith, observed 2026-08-10T05:30:23.456663Z

Outbound references

Observation 41cf3cca-fa5e-4d24-8de0-3dacfa14b3fa · outbound

This paper cites It is known for its chaotic solutions with certain parameter values [12]: dx dt =σ(y−x) dy dt =x(ρ−z)−y dz dt =xy−βz whereσ,ρ, andβare fixed parameters.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator It is known for its chaotic solutions with certain parameter values [12]: dx dt =σ(y−x) dy dt =x(ρ−z)−y dz dt =xy−βz whereσ,ρ, andβare fixed parameters

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:45.347363Z

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=2026-08-15T22:58:44.460032Z digest=sha256:9f074c5f04e128bd6e61143777fc090dc98e240d2fa349778a481fbdb765caf1

Observation bff9a679-5c14-400e-844c-dc8a40c5a732 · outbound

This paper cites The total simulation time is 2000 units, sampled at 0.27 rounded up, resulting in 7500 data points.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator The total simulation time is 2000 units, sampled at 0.27 rounded up, resulting in 7500 data points

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:45.300251Z

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=2026-08-15T22:58:44.473464Z digest=sha256:6f573300b159ff47510fb754b1b0e131654f2aecb4c0be091d89830dc16174b2

Observation eb3a3f28-4a4d-4f0e-b586-520c4b026163 · outbound

This paper cites an unresolved cited work.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Unresolved cited work

Reference 3

Resolution
unresolved
raw_fallback, observed 2026-08-15T22:58:45.322631Z

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=2026-08-15T22:58:44.466744Z digest=sha256:9bb9442345582cb67c97c95a9f100e0134cf4d9ed99d9ad8c432061f8d3c0511

Observation ed3da97a-33b9-45f8-8096-3a0e4481a7f3 · outbound

This paper cites The system is simulated over 825 units of time with 7500 data points.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator The system is simulated over 825 units of time with 7500 data points

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:45.247562Z

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=2026-08-15T22:58:44.488904Z digest=sha256:385a437cf4b53b54b76cbefef016ca5c5d8cdb9f1c6054fe2238dda361a1b48e

Observation 98813f73-8b0b-48af-bd26-a4f04b6dcfe5 · outbound

This paper cites The map is com- puted over 7500 iterations, corresponding to 7500 discrete time points.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator The map is com- puted over 7500 iterations, corresponding to 7500 discrete time points

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:45.269794Z

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=2026-08-15T22:58:44.481862Z digest=sha256:efbdfb88dd2bcead2d192b53ce4429969f52ce033302d04f539908314b537142

Observation 5333e1ff-1433-4054-8a6c-154a4ebda03c · outbound

This paper cites Kotooka, S.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Kotooka, S

Reference 6

Resolution
malformed identifier
no resolver link, observed 2026-08-15T22:58:44.557081Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:58:44.557081Z digest=sha256:aeb04d73403097680940a2c7d9e4761a4216cf67865aa557fed4311a0d1691dc

Observation fe40c719-8e82-427c-b670-c423dfd28783 · outbound

This paper cites The simulation is run over 7500 units of time with a total of 7500 data points.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator The simulation is run over 7500 units of time with a total of 7500 data points

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:45.222564Z

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=2026-08-15T22:58:44.497400Z digest=sha256:a80c21f4408474ee46c412adc8608aaeef53e55b4b9fe837f887e11769d95777

Observation 6cd9057c-ee47-406a-a9c5-0cb4a58dafd7 · outbound

This paper cites The time series predictions demonstrate that the AERC improves in accuracy as the reservoir size increases.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator The time series predictions demonstrate that the AERC improves in accuracy as the reservoir size increases

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:45.199793Z

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=2026-08-15T22:58:44.505252Z digest=sha256:a17be3726845cbbded4407b3bc2a508c91735b82c37360bfe79f9fedca4b4038

Observation cb34e009-c68e-4bcf-82d9-a6007ef6c4c2 · outbound

This paper cites 16(a) and (b)) and the 500 node reservoirs (Fig.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator 16(a) and (b)) and the 500 node reservoirs (Fig

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:45.177707Z

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=2026-08-15T22:58:44.512663Z digest=sha256:712af318267fb4eaf27f5190707f56e4df83f78a132d2cfcc0f6dfabaab3de01

Observation 515d4c87-9999-45b6-aa09-702e9269693f · outbound

This paper cites 17(a) and (b)) and the 500 node reservoirs (Fig.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator 17(a) and (b)) and the 500 node reservoirs (Fig

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:45.154802Z

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=2026-08-15T22:58:44.518926Z digest=sha256:3fd42bc93c92b03402fc6367a9be591ba966da44c50018413f465d8cfd6a6e96

Observation 68789043-ad29-405f-adcb-f5914f5b2059 · outbound

This paper cites an unresolved cited work.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-15T22:58:45.378862Z

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=2026-08-15T22:58:44.453343Z digest=sha256:8288ed0e194cf1c21d7bd13d97afbd3952109c1ac117454c0652f837572c3dac

Observation 383321d6-aaa2-43d3-b599-c0bf8798e71c · outbound

This paper cites an unresolved cited work.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Unresolved cited work

Reference 12

Resolution
unresolved
raw_fallback, observed 2026-08-15T22:58:45.133698Z

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=2026-08-15T22:58:44.524794Z digest=sha256:d3bd8a7c29b1d1bbc7066d6ca1f385dab8dc298cdc49f05579b5a0857afc9651

Observation 89f435c3-be67-4920-83a6-8e12a821aa12 · outbound

This paper cites echo state.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator echo state

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:45.113469Z

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=2026-08-15T22:58:44.531960Z digest=sha256:3d66b480c134bcc312e16523492f5b046f12aad97e1a37efb254da2341a72ca3

Observation 94b0026c-6651-49ed-aeff-16ed59bae25f · outbound

This paper cites Appeltant, M.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Appeltant, M

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:45.094974Z

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=2026-08-15T22:58:44.537645Z digest=sha256:e4ba11fd00b722ba7587a9fba5e868b080436ffa9a6e04a31109d2d3593299c7

Observation 8fe5fee0-dfc3-4869-9aa4-399bf16f59cf · outbound

This paper cites Tanaka, T.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Tanaka, T

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:45.070456Z

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=2026-08-15T22:58:44.544951Z digest=sha256:12c0fc27b50feb52d2c77132ec5bae033d4db4402018e0889c528260192d2f7e

Observation c57a3c33-a637-449c-979c-d5a0b0edd63c · outbound

This paper cites Torrejon, M.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Torrejon, M

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:45.046139Z

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=2026-08-15T22:58:44.550745Z digest=sha256:cf24798a9b7e19154adfdc81f99b8630e6a73462c13425287966abbe765fba4b

Observation 3fd8d342-eb70-491c-bd81-8498bc40ec70 · outbound

This paper cites an unresolved cited work.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-15T22:58:45.024278Z

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=2026-08-15T22:58:44.564493Z digest=sha256:f448b9b344b84f606095d3d269557750b67a0dd5cfbe3b9a314a23c9e5d8305f

Observation db2beaf2-0b1d-4922-9266-cdb671bfb791 · outbound

This paper cites Nakajima, H.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Nakajima, H

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:45.003052Z

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=2026-08-15T22:58:44.570157Z digest=sha256:eaed07ade72dddd0f7678b6cbbf6993334aa6fa9dcf0b43849ae1ca07981b7f3

Observation b906151c-ff66-48ba-bfb1-5e9f8745a3d4 · outbound

This paper cites Vaswani, N.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Vaswani, N

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:44.979471Z

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=2026-08-15T22:58:44.582894Z digest=sha256:c52c69429bcef54bee4e93327de22716ccf2f5893eacf7495fac005967f6680c

Observation 4c577a75-0214-4ea5-947f-2de74b577371 · outbound

This paper cites An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator An Empirical Evaluation of Generic Convolutional and Recurrent Networks for Sequence Modeling

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-15T22:58:44.591711Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:58:44.591711Z digest=sha256:a1d89e7320563549969ef206b76d95745aeb8d8fbcebff40d799dcde39ca6acf

Observation 2da80a71-8d24-493d-b753-fa7a560a43d0 · outbound

This paper cites Köster, K.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Köster, K

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:44.954456Z

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=2026-08-15T22:58:44.599025Z digest=sha256:03c78e30f39090aa8889c1c0e390047156f9ee0f0bf7d62a02268a849d6bc7d4

Observation 0d3e4946-d482-4c03-bdc8-bfeb04c7aa70 · outbound

This paper cites an unresolved cited work.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-15T22:58:44.934344Z

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=2026-08-15T22:58:44.605848Z digest=sha256:b51a4eab19a8c3a105a32885c92ef2f53afb32f02c942682219631962c8c8ba4

Observation 0a02cec8-3b8a-4344-995d-5e30e1b7ae5b · outbound

This paper cites an unresolved cited work.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Unresolved cited work

Reference 23

Resolution
unresolved
raw_fallback, observed 2026-08-15T22:58:44.913048Z

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=2026-08-15T22:58:44.612367Z digest=sha256:a3db6913fce0eb9b17148e011893d8d187e3591ffebc859b2d1fa3a3e2321656

Observation b3488c19-3c2d-4fdd-8c59-b1715241eb29 · outbound

This paper cites Henon, A two-dimensional mapping with a strange attractor, Communications in Mathematical Physics50, 69 (1976).

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Henon, A two-dimensional mapping with a strange attractor, Communications in Mathematical Physics50, 69 (1976)

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:44.892861Z

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=2026-08-15T22:58:44.619133Z digest=sha256:d22b6b99b71cf63eee7e546902902fe83bb8fad2806a324391de0ce2e0013a1b

Observation 96da4378-7160-41c7-9f4f-d0889c7540ce · outbound

This paper cites Duffing,Forced Oscillations, with Special Reference to Me- chanical Systems: Collected Papers(Vieweg & Sohn, Braun- schweig, 1918).

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Duffing,Forced Oscillations, with Special Reference to Me- chanical Systems: Collected Papers(Vieweg & Sohn, Braun- schweig, 1918)

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:44.871505Z

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=2026-08-15T22:58:44.624804Z digest=sha256:a9acf518f537c4791866a4fc16db8e2e1ad51497671f72370ff98e7e1388b100

Observation bea6cde9-d267-499e-b2b9-267c92171844 · outbound

This paper cites an unresolved cited work.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Unresolved cited work

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-15T22:58:44.630677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T22:58:44.630677Z digest=sha256:875edd06a53c77e9fa9bd5bec4f9fb8fa9993ccdbe841c4f98caf213515af9ad

Observation 2ee71979-d7d2-4ba3-9160-9d1dc3cfec10 · outbound

This paper cites Pathak, B.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Pathak, B

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:44.835754Z

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=2026-08-15T22:58:44.636946Z digest=sha256:0884bec1c0e7fc83e00626892d41727a523ff1a0cc72aadcba3322521ee96779

Observation d7e64c4b-0bc6-4afc-b063-3de7b1396491 · outbound

This paper cites Inoue, K.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Inoue, K

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:44.815378Z

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=2026-08-15T22:58:44.644220Z digest=sha256:54171efd213cab7d05670bada29a042eb152d0f219dd0a4d4bb4405fe390baec

Observation 7d3494a5-e4c2-4841-827b-2c10878367e3 · outbound

This paper cites Virtanen, R.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Virtanen, R

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T22:58:44.794116Z

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=2026-08-15T22:58:44.650332Z digest=sha256:7914e7fc6408369b54c1d1d315b1fc6108deb82b3e22b6711a460f05497c7da4

Observation 92febacd-cc2d-417a-a915-774e8ffabdb4 · outbound

This paper cites an unresolved cited work.

Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-15T22:58:44.772784Z

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=2026-08-15T22:58:44.657027Z digest=sha256:8f9ba74991c080ebe1b4f38fa841354f169c1dfb7a33a2cc3b0a9cb88560eb5f

Pith citing papers

Observation a71dee0c-4803-4bf5-934f-2d4458b8a533 · inbound

Model-free Forecasting of Rogue Waves using Reservoir Computing cites this paper.

Model-free Forecasting of Rogue Waves using Reservoir Computing Attention-Enhanced Reservoir Computing as a Multiple Dynamical System Approximator

Reference 63

Resolution
verified exact
local_arxiv, observed 2026-08-06T22:23:17.202668Z

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=2026-08-06T22:23:16.180838Z digest=sha256:b04e34bb6782d46664f29ab65d8a97156b748bac69b266342fe5ed34added658