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Paper Citation Record · LEDGER

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning

As of 19 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2507.21189.

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

pith.paper-citation-record.v1
2507.21189 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T17:49:23.091792Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+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

24 of 24 outbound references displayed

  • verified exact2
  • verified fuzzy21
  • unresolved1
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5ccfe976-9d37-4238-8858-355eef41528e · outbound

This paper cites Mallat, A Wavelet Tour of Signal Processing , Academic Press, 1999.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Mallat, A Wavelet Tour of Signal Processing , Academic Press, 1999

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:49:23.432260Z

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.

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Observation 336a973b-2298-4430-a7a8-802715c9febb · outbound

This paper cites Group Invariant Scattering,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Group Invariant Scattering,

Reference 2

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verified fuzzy
raw_fallback, observed 2026-08-15T17:49:23.420026Z

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.

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Observation b7f2fc57-35a9-4a84-b1e8-ff496823e622 · outbound

This paper cites Invariant Scattering Convolution Networks,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Invariant Scattering Convolution Networks,

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:49:23.407476Z

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.

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Observation 371bb76c-b547-43cb-b2a7-4e777edac3fd · outbound

This paper cites Deep Scattering Spectrum,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Deep Scattering Spectrum,

Reference 4

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:49:23.395598Z

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.

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Observation 1e113db8-11a7-49e2-bc9d-f87535078437 · outbound

This paper cites Spectral Networks and Locally Connected Networks on Graphs,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Spectral Networks and Locally Connected Networks on Graphs,

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:49:23.383701Z

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.

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Observation 4eae4e00-59a1-4204-b2c4-d3053bfd15ce · outbound

This paper cites Deeper Insights into Graph Convolutional Networks for Semi- Supervised Learning,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Deeper Insights into Graph Convolutional Networks for Semi- Supervised Learning,

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:49:23.372071Z

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.

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Observation d2ff4a0c-5497-4812-a9e0-a170634e7949 · outbound

This paper cites Fourier Neu- ral Operator for Parametric Partial Differential Equations,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Fourier Neu- ral Operator for Parametric Partial Differential Equations,

Reference 7

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verified fuzzy
raw_fallback, observed 2026-08-15T17:49:23.359610Z

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.

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Observation 50cd3471-71cb-499e-add2-ee8cf383c6e8 · outbound

This paper cites Misspelling Semantics In Thai.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Misspelling Semantics In Thai

Reference 8

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local_arxiv, observed 2026-08-15T17:49:23.146849Z

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.

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Observation bb6ee6ca-dd58-46ae-99a5-23b3e4818317 · outbound

This paper cites From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning From Pixels and Words to Waves: A Unified Framework for Spectral Dictionary vLLMs

Reference 9

Resolution
verified exact
local_arxiv, observed 2026-08-15T17:49:23.129504Z

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.

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Observation fe0f8e38-5b5c-4c3e-8484-cb3af3dfdc99 · outbound

This paper cites A Data–Driven Approximation of the Koopman Operator: Extending Dynamic Mode Decomposition,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning A Data–Driven Approximation of the Koopman Operator: Extending Dynamic Mode Decomposition,

Reference 10

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raw_fallback, observed 2026-08-15T17:49:23.345477Z

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.

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Observation 4256ff67-f090-46d4-9806-0de79625bdf0 · outbound

This paper cites an unresolved cited work.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Unresolved cited work

Reference 11

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unresolved
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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.

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Observation c87e6d1c-281d-4519-ab61-a599efea5d6a · outbound

This paper cites Deep Learning for Universal Linear Embeddings of Nonlinear Dynamics,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Deep Learning for Universal Linear Embeddings of Nonlinear Dynamics,

Reference 12

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:49:23.313880Z

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.

source=pdf_text observed=2026-08-15T17:49:23.047387Z digest=sha256:801049db039c2feb799bd773e562d06f294fff3e70e29c318cb54b62f528f765

Observation f2fa4451-4491-4345-a8a6-b7aac1182614 · outbound

This paper cites Gradient-Based Learning Applied to Doc- ument Recognition,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Gradient-Based Learning Applied to Doc- ument Recognition,

Reference 13

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:49:23.300460Z

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.

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Observation c060c442-812c-4ca6-b20e-a9e2a9cf8011 · outbound

This paper cites Attention Is All You Need,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Attention Is All You Need,

Reference 14

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verified fuzzy
raw_fallback, observed 2026-08-15T17:49:23.285690Z

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.

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Observation 25420227-9319-49c6-a56e-912e7c7dde4f · outbound

This paper cites Reconciling Modern Machine-Learning Practice and the Classical Bias–Variance Trade-Off,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Reconciling Modern Machine-Learning Practice and the Classical Bias–Variance Trade-Off,

Reference 15

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verified fuzzy
raw_fallback, observed 2026-08-15T17:49:23.271843Z

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.

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Observation fab54bc3-96fa-4064-8619-64f5e946163c · outbound

This paper cites Stop Explaining Black Box Machine Learning Models for High Stakes Decisions and Use Interpretable Models Instead,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Stop Explaining Black Box Machine Learning Models for High Stakes Decisions and Use Interpretable Models Instead,

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T17:49:23.259233Z

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.

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Observation d1268809-61b3-4bc1-9e7e-c69fbe4c91ed · outbound

This paper cites Beyond Bandlimited Sampling: Nonlinear and Nonideal Sam- pling,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Beyond Bandlimited Sampling: Nonlinear and Nonideal Sam- pling,

Reference 17

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raw_fallback, observed 2026-08-15T17:49:23.247070Z

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.

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Observation 4ad6c890-0bee-4ab5-8201-43f1a62b6dcc · outbound

This paper cites Sampling—50 Years After Shannon,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Sampling—50 Years After Shannon,

Reference 18

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raw_fallback, observed 2026-08-15T17:49:23.233934Z

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.

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Observation 53301854-9c7d-4dd8-a2a5-aea113c24815 · outbound

This paper cites Robust Uncertainty Principles: Exact Signal Recon- struction from Highly Incomplete Frequency Information,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Robust Uncertainty Principles: Exact Signal Recon- struction from Highly Incomplete Frequency Information,

Reference 19

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raw_fallback, observed 2026-08-15T17:49:23.219595Z

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.

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Observation c5d88073-5fe2-45e3-a546-eee87a5a426c · outbound

This paper cites Compressed Sensing,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Compressed Sensing,

Reference 20

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raw_fallback, observed 2026-08-15T17:49:23.207612Z

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.

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Observation 3b033de8-4506-4157-836f-d501111682c1 · outbound

This paper cites Theory of Reproducing Kernels,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Theory of Reproducing Kernels,

Reference 21

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raw_fallback, observed 2026-08-15T17:49:23.195125Z

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.

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Observation 95564952-0e67-470c-9074-fa8a99a4593d · outbound

This paper cites Sch¨ olkopf and A.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Sch¨ olkopf and A

Reference 22

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raw_fallback, observed 2026-08-15T17:49:23.182644Z

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.

source=pdf_text observed=2026-08-15T17:49:23.084414Z digest=sha256:d7322037ed5c880c2d2422908b1525e8451e516b51bc731f84ee77f8bfd7d518

Observation 9cf80b7d-8288-4bec-bfab-f750eb0c1cf2 · outbound

This paper cites Diffusion Maps,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Diffusion Maps,

Reference 23

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raw_fallback, observed 2026-08-15T17:49:23.170824Z

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.

source=pdf_text observed=2026-08-15T17:49:23.087991Z digest=sha256:1ab5680be26e2c900859c0adbd49df5ae50a0a176e4c2f9a5020b500c1786dd4

Observation c8589df5-1e41-40ed-8035-df36285b6d8e · outbound

This paper cites Discovering Governing Equations from Data by Sparse Identification of Nonlinear Dynamical Systems,.

Operator-Based Machine Intelligence: A Hilbert Space Framework for Spectral Learning and Symbolic Reasoning Discovering Governing Equations from Data by Sparse Identification of Nonlinear Dynamical Systems,

Reference 24

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verified fuzzy
raw_fallback, observed 2026-08-15T17:49:23.159080Z

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.

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Pith citing papers

No inbound Pith citation observations are available.