Paper Citation Record · LEDGER

Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks

As of 23 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 0 inbound Pith citation observations for arXiv:2412.13093.

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

pith.paper-citation-record.v1
2412.13093 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T13:28:00.728388Z

measured 16 of 16 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

16 of 16 outbound references displayed

verified exact0
verified fuzzy11
unresolved5
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5b71f17e-6ef4-45e7-902b-4397a7a1003b · outbound

This paper cites Human-level control through deep reinforcement learning.nature, 518 (7540):529–533, 2015.

Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks Human-level control through deep reinforcement learning.nature, 518 (7540):529–533, 2015

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:28:00.907729Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 01742749-ec33-4f8d-b514-8c9b042763fe · outbound

This paper cites Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation.

Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T13:28:00.675041Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3234412-3058-45da-bbfb-291c1380b645 · outbound

This paper cites Long short-term memory.Neural compu- tation, 9(8):1735–1780, 1997.

Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks Long short-term memory.Neural compu- tation, 9(8):1735–1780, 1997

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:28:00.896898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation b10300f3-75f1-40e5-b109-60b61f2f2342 · outbound

This paper cites Reservoir computing approaches to recurrent neural network training.Computer science review, 3(3):127–149, 2009.

Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks Reservoir computing approaches to recurrent neural network training.Computer science review, 3(3):127–149, 2009

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:28:00.885935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 844f5f40-5382-43a6-9ad2-0772c88b7588 · outbound

This paper cites Recent advances in physical reservoir computing: A review.Neural Networks, 115:100–123, 2019.

Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks Recent advances in physical reservoir computing: A review.Neural Networks, 115:100–123, 2019

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-11T13:28:00.687566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4a7e6398-70b0-4ce2-923a-658bc6ef2cf5 · outbound

This paper cites Harnessing nonlinearity: Predicting chaotic systems and saving energy in wireless communication.science, 304(5667):78–80, 2004.

Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks Harnessing nonlinearity: Predicting chaotic systems and saving energy in wireless communication.science, 304(5667):78–80, 2004

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-11T13:28:00.691551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4035a362-fe86-401a-87b7-ff49cb01adf8 · outbound

This paper cites Short term memory in echo state networks.

Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks Short term memory in echo state networks

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:28:00.861452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation a0977d90-f9df-46e1-a800-642172944e3e · outbound

This paper cites echo state.

Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks echo state

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:28:00.850003Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 1bf31bf3-f1a1-413c-a585-d0f56ecdac09 · outbound

This paper cites Real-time computing withoutstablestates: Anewframeworkforneuralcomputationbasedonperturbations.

Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks Real-time computing withoutstablestates: Anewframeworkforneuralcomputationbasedonperturbations

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:28:00.839234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 60407adf-6c22-4434-bea2-526393b749b7 · outbound

This paper cites Pattern recognition in a bucket.

Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks Pattern recognition in a bucket

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:28:00.828132Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 3b988d51-888e-441b-83a0-0dda225314ea · outbound

This paper cites POPGym: Benchmarking Partially Observable Reinforcement Learning.

Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks POPGym: Benchmarking Partially Observable Reinforcement Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T13:28:00.710401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 192cc81a-67da-42c5-ae72-be9fe0a069d1 · outbound

This paper cites Reservoirs learn to learn.

Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks Reservoirs learn to learn

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:28:00.817817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 00bb2c46-5dad-465c-8d5d-1f6e5b1cfa3b · outbound

This paper cites Place navigation impaired in rats with hippocampal lesions.Nature, 297(5868):681–683, 1982.

Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks Place navigation impaired in rats with hippocampal lesions.Nature, 297(5868):681–683, 1982

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:28:00.807273Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 786ac0ed-44ec-4fed-9f5d-95eaa4bbc0d2 · outbound

This paper cites MIT press, 2018.

Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks MIT press, 2018

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-11T13:28:00.721252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 915d6443-09ec-4dee-9dd9-bc99058e074f · outbound

This paper cites Prefrontal cortex as a meta-reinforcement learning system.Nature neuroscience, 21(6):860–868, 2018.

Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks Prefrontal cortex as a meta-reinforcement learning system.Nature neuroscience, 21(6):860–868, 2018

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:28:00.790680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Observation 176e66fd-5e45-4749-8ee0-c69188ef3f7a · outbound

This paper cites Pytorch: An imperative style, high-performance deep learning library.Advances in neural in- formation processing systems, 32, 2019.

Reservoir Computing for Fast, Simplified Reinforcement Learning on Memory Tasks Pytorch: An imperative style, high-performance deep learning library.Advances in neural in- formation processing systems, 32, 2019

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T13:28:00.779796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

Pith citing papers

No inbound Pith citation observations are available.