Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T20:18:11.899262Z
Paper Citation Record · LEDGER
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy
As of 18 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 0 inbound Pith citation observations for arXiv:2507.05279.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
64 of 64 outbound references displayed
- verified exact1
- verified fuzzy41
- unresolved22
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 30d68132-8c93-4100-b7c6-a70612f4f41b · outbound
This paper cites Attention is all you need,.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Attention is all you need,
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:18:05.705107Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a20d49c-2790-46fb-bf81-9cb386d9468d · outbound
This paper cites GPT-4 Technical Report.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy GPT-4 Technical Report
Reference 2
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9abbdc12-49e7-40b2-ab56-9e0ba2d52bfd · outbound
This paper cites Improving language understanding by generative pre- training,.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Improving language understanding by generative pre- training,
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:18:05.925724Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a667019-53e1-4853-a227-91d5b15e391d · outbound
This paper cites Language models are unsupervised multitask learners,.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Language models are unsupervised multitask learners,
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:18:06.062843Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6bda7b3f-cc8c-4ec2-86f5-1415d7c5db17 · outbound
This paper cites Language mod- els are few-shot learners,.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Language mod- els are few-shot learners,
Reference 5
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0d8992bb-a0c2-4f62-8f38-55160785c1af · outbound
This paper cites The Llama 3 Herd of Models.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy The Llama 3 Herd of Models
Reference 6
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73e9a5b7-cfd0-47d0-956b-c15963f7284a · outbound
This paper cites A Survey of Sustainability in Large Language Models: Applications, Economics, and Challenges.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy A Survey of Sustainability in Large Language Models: Applications, Economics, and Challenges
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:18:06.336443Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 909e0646-e140-4862-a4e3-c6abeb365842 · outbound
This paper cites The Impact of AI on Developer Productivity: Evidence from GitHub Copilot.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy The Impact of AI on Developer Productivity: Evidence from GitHub Copilot
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:18:06.423811Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1ae5750-644f-4d73-a609-aac009aea65f · outbound
This paper cites Evaluating Large Language Models Trained on Code.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Evaluating Large Language Models Trained on Code
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:18:06.529128Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c013a8d-a34b-4e9e-923e-f5a64e4123bf · outbound
This paper cites A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy A Survey on Hallucination in Large Language Models: Principles, Taxonomy, Challenges, and Open Questions
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:18:06.654687Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 673a5843-5c5d-49a2-9ca8-178f782f71fa · outbound
This paper cites The “echo state.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy The “echo state
Reference 11
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:13.073079Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation dd6a33fb-b53b-4c22-8965-e4ff3d3e23a6 · outbound
This paper cites GPT-4o System Card.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy GPT-4o System Card
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:18:06.931574Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b0cdb02-f6b4-4f3e-8ea8-7591eb34034e · outbound
This paper cites Reservoir Computing for Short High-Dimensional Time Series: an Application to SARS-CoV-2 Hospitalization Forecast,.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Reservoir Computing for Short High-Dimensional Time Series: an Application to SARS-CoV-2 Hospitalization Forecast,
Reference 13
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:13.059951Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 059fee0d-ac4a-45bd-88a8-1d4010e6ecf6 · outbound
This paper cites Reservoirpy: an efficient and user-friendly library to design echo state networks,.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Reservoirpy: an efficient and user-friendly library to design echo state networks,
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:18:07.166505Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c804af0-78bd-4e91-90e4-704225af29a2 · outbound
This paper cites Create efficient and complex reservoir computing architectures with reservoirpy,.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Create efficient and complex reservoir computing architectures with reservoirpy,
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:13.036724Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 174a163b-d5cc-40fb-a17a-64a189ba8e31 · outbound
This paper cites reservoirpy: A Simple and Flexible Reservoir Computing Tool in Python,.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy reservoirpy: A Simple and Flexible Reservoir Computing Tool in Python,
Reference 16
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:13.022804Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 306ea8bc-234e-4e86-bafe-dd53aac7ae03 · outbound
This paper cites Which hype for my new task? hints and random search for echo state networks hyperparameters,.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Which hype for my new task? hints and random search for echo state networks hyperparameters,
Reference 17
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:13.009794Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 465a1058-44f2-4641-8530-78d9cbc7ae6c · outbound
This paper cites Nomic Embed: Training a Reproducible Long Context Text Embedder.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Nomic Embed: Training a Reproducible Long Context Text Embedder
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:18:07.642297Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5afd4c71-6c14-4535-a0c5-a0e49561b858 · outbound
This paper cites Retrieval-augmented generation for knowledge- intensive nlp tasks,.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Retrieval-augmented generation for knowledge- intensive nlp tasks,
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.996123Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 89cfaea6-9cca-493b-b7e5-62fa497e4f77 · outbound
This paper cites Retrieval-Augmented Generation for Large Language Models: A Survey.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Retrieval-Augmented Generation for Large Language Models: A Survey
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:18:07.872838Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5786ae53-e663-4bcf-8f6b-83a13b7adc6e · outbound
This paper cites Codestral: Hello, world,.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Codestral: Hello, world,
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.982216Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation cbe1b50d-8ba8-488b-b9ac-38af7eedbce0 · outbound
This paper cites Knowl- edge graph completion: A review,.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Knowl- edge graph completion: A review,
Reference 22
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.968472Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 35fdbd60-a9b3-4e33-8c5b-4b6ffa173877 · outbound
This paper cites From local to global: A graph rag approach to query-focused summarization,.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy From local to global: A graph rag approach to query-focused summarization,
Reference 23
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.954345Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation dae82205-3e64-4a22-8209-6095fffb2838 · outbound
This paper cites From louvain to leiden: guaranteeing well-connected communities,.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy From louvain to leiden: guaranteeing well-connected communities,
Reference 24
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.940529Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 164936b4-c3d6-4d45-af64-b54fbeff9963 · outbound
This paper cites Introducing notebooklm,.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Introducing notebooklm,
Reference 25
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.926083Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e1b4cd78-2b56-4436-b1c5-04657abee22d · outbound
This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:18:08.668092Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4a522e7c-8f53-4791-b698-0779dbdef32a · outbound
This paper cites The Effect of Sampling Temperature on Problem Solving in Large Language Models.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy The Effect of Sampling Temperature on Problem Solving in Large Language Models
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:18:08.788543Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8bbc5b9-ea8a-49f0-99ec-a67bedb88207 · outbound
This paper cites Mistral 7B.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Mistral 7B
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:18:08.881644Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2e4e614-aa0b-4986-82f9-96125b2aa947 · outbound
This paper cites Mixtral of Experts.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Mixtral of Experts
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:18:09.037546Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 738bf742-d8df-4b43-bfd2-e396044c6b68 · outbound
This paper cites Deploying Open-Source Large Language Models: A performance Analysis.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Deploying Open-Source Large Language Models: A performance Analysis
Reference 30
- Resolution
- verified exact
- local_arxiv, observed 2026-08-06T20:18:12.141427Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 41468e32-5b7e-4c85-b232-51f68dd8517f · outbound
This paper cites A place where anything is kept in store.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy A place where anything is kept in store
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.912647Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1a464e73-04f2-4ae4-aaa1-a081d2744d1e · outbound
This paper cites A machine learning paradigm for timeseries.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy A machine learning paradigm for timeseries
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.899177Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8f489e41-5764-4817-87ea-a627aa2363ec · outbound
This paper cites A linear regression that models the Markovian process of a support vector machine.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy A linear regression that models the Markovian process of a support vector machine
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.885828Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 8570f05c-83c2-4f85-b142-8f51e77546f8 · outbound
This paper cites Video segmentation.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Video segmentation
Reference 34
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.873130Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 273af6ec-a47e-44d0-bc0c-cfbabd737f31 · outbound
This paper cites A task with small univariate dataset.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy A task with small univariate dataset
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.860315Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d45eefa7-f45f-4b4a-a332-5f8a469c0ea8 · outbound
This paper cites Around 1 thousand neurons.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Around 1 thousand neurons
Reference 36
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.847165Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ee591bfb-e238-4ee0-ba0d-391d7a42061f · outbound
This paper cites Reduce the computational cost.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Reduce the computational cost
Reference 37
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.834242Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d52e8f7a-996b-4013-b76d-e3a70deae53c · outbound
This paper cites They can be randomly initialized and then scaled to have a specific spectral radius.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy They can be randomly initialized and then scaled to have a specific spectral radius
Reference 38
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.821087Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d9d917a3-27ce-41d4-8a3a-b4c400957103 · outbound
This paper cites Reservoir Computing is a type of recurrent neural network model based on the philosophy of the echo state network.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Reservoir Computing is a type of recurrent neural network model based on the philosophy of the echo state network
Reference 39
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.807391Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation bbb84890-9996-4884-99c4-5a620cb22811 · outbound
This paper cites No, an echo state network is not even a form of Reservoir Computing.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy No, an echo state network is not even a form of Reservoir Computing
Reference 40
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.794475Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5edff12d-e0e3-4fe1-98e0-2e9f19905e02 · outbound
This paper cites An architecture in which the reservoir part is a pool of spiking neurons.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy An architecture in which the reservoir part is a pool of spiking neurons
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.781122Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation ef7016be-3e91-4bf5-b1c0-25ffa9208bfd · outbound
This paper cites Because it is common to add noise (and thus chaos) to the reservoir in order to stabilize its activity.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Because it is common to add noise (and thus chaos) to the reservoir in order to stabilize its activity
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.768059Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation e3f6e8dc-d9b6-4fc8-aadc-ce485637a2ba · outbound
This paper cites The echo state property allows the reservoir to operate with chaotic behavior to enhance computational power.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy The echo state property allows the reservoir to operate with chaotic behavior to enhance computational power
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.754720Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 99942d99-ae45-42f1-8427-eb723eacf92d · outbound
This paper cites The spectral radius of the recurrent weight matrix, the leak rate, the input scaling.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy The spectral radius of the recurrent weight matrix, the leak rate, the input scaling
Reference 44
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.741344Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 9a2fd358-dd5c-4946-b25c-6b86750cc139 · outbound
This paper cites an unresolved cited work.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:18:12.728677Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0eccbd4c-02cd-4e44-9f59-4cf117d0d012 · outbound
This paper cites The results between two differently initialized reser- voirs are completely unpredictable and random, regard- less of the input data.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy The results between two differently initialized reser- voirs are completely unpredictable and random, regard- less of the input data
Reference 46
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.715340Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 98b26f5a-5f53-4c1d-a563-9c3276ade505 · outbound
This paper cites The real spectral radius of the matrix W, that is always a bit different from the specified spectral radius.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy The real spectral radius of the matrix W, that is always a bit different from the specified spectral radius
Reference 47
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.701780Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation b65a6155-cddd-4e82-94bd-1f30ae9da4b6 · outbound
This paper cites an unresolved cited work.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Unresolved cited work
Reference 48
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:18:12.688749Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 88447ff2-21e7-419d-998c-6e66f550d62c · outbound
This paper cites An orthogonal matrix can be represented in a con- densed form, improving matrix multiplication computa- tion time.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy An orthogonal matrix can be represented in a con- densed form, improving matrix multiplication computa- tion time
Reference 49
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.675536Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation d65a74d5-eaa2-466c-9d85-d9101babfc93 · outbound
This paper cites A conceptor is a mathematical function used to compress the data within a reservoir, reducing its dimen- sionality for faster processing.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy A conceptor is a mathematical function used to compress the data within a reservoir, reducing its dimen- sionality for faster processing
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.662166Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a2a3954a-8d7b-4874-8ce2-574f6cde1864 · outbound
This paper cites an unresolved cited work.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:18:12.648988Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation a8bcb8ba-8b21-4aa3-a6a1-7521ea394f9a · outbound
This paper cites uniform.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy uniform
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.635728Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 5051861b-5e10-4a38-af60-fde80d602327 · outbound
This paper cites 1"), Reservoir(100, name=.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy 1"), Reservoir(100, name=
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.622538Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 528534a3-2529-4d1e-9fd9-e64ff6890186 · outbound
This paper cites backend",.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy backend",
Reference 54
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.609653Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 2cfadf6b-940f-4054-96c5-79a0e7cc2f6f · outbound
This paper cites R1") >> Ridge (name=.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy R1") >> Ridge (name=
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.595976Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 951cf986-8366-4638-909a-bc95fd4056d0 · outbound
This paper cites How can I do that in ReservoirPy? • A.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy How can I do that in ReservoirPy? • A
Reference 56
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.582946Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 7267e644-d226-4aa0-b4d7-8ea209b6556f · outbound
This paper cites Calling .fit on a model erases the previous trained results.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Calling .fit on a model erases the previous trained results
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.569376Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0b0fdc60-10c0-4882-87bb-6c8d69e2d35f · outbound
This paper cites What’s wrong? • A.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy What’s wrong? • A
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.555752Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 39c3e184-241b-47cc-97e7-635120e49070 · outbound
This paper cites What’s wrong? • A.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy What’s wrong? • A
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.541274Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 36ac05ad-3f61-4222-baaa-42ff7144f07c · outbound
This paper cites readout" ) path1, path2 = R1 >> R6, R2 >> R5 path3 = Input(name=.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy readout" ) path1, path2 = R1 >> R6, R2 >> R5 path3 = Input(name=
Reference 60
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.527021Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 045c1abd-5bf2-42ca-8492-5189268a75ed · outbound
This paper cites By calling the method .fit, the readout forgets its previous training.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy By calling the method .fit, the readout forgets its previous training
Reference 61
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.513888Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 26ba2a90-422e-4082-8530-544d615fc9a4 · outbound
This paper cites No, you can connect the readout to the reservoir in order to loop the results back as an input after training: readout >> reservoir.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy No, you can connect the readout to the reservoir in order to loop the results back as an input after training: readout >> reservoir
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.499691Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 0330f324-1b09-4863-8f3e-3e302416af42 · outbound
This paper cites an unresolved cited work.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy Unresolved cited work
Reference 63
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:18:12.486636Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Observation 1b3a0ebc-1565-4b88-b541-c6c628e318c7 · outbound
This paper cites readout" ) path1, path2 = R1 >> R6, R2 >> R5 path3 = Input(name=.
ReservoirChat: Interactive Documentation Enhanced with LLM and Knowledge Graph for ReservoirPy readout" ) path1, path2 = R1 >> R6, R2 >> R5 path3 = Input(name=
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:18:12.472968Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.
Pith citing papers
No inbound Pith citation observations are available.