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Paper Citation Record · LEDGER

Limitations of Deep Neural Networks: a discussion of G. Marcus' critical appraisal of deep learning

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2012.15754.

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

pith.paper-citation-record.v1
2012.15754 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T13:15:32.219151Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-16T20:28:23.829057Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 18fcd78f-11d5-4498-80b6-ccf0a1abbd47 · inbound

CosmoUiT: A Vision Transformer-UNet Hybrid for Fast and Accurate Emulation of 21-cm Maps from the Epoch of Reionization cites this paper.

CosmoUiT: A Vision Transformer-UNet Hybrid for Fast and Accurate Emulation of 21-cm Maps from the Epoch of Reionization Limitations of Deep Neural Networks: a discussion of G. Marcus' critical appraisal of deep learning

Reference 52

Resolution
unresolved
no resolver link, observed 2026-08-04T13:15:32.219151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T13:15:32.219151Z digest=sha256:5ffcc3337f9774701f1204a19146114adc9450d23440862b1cf1822125c4e76e

Observation f092aea5-3f1a-4449-a4cd-092ef519d483 · inbound

LeLaR: The First In-Orbit Demonstration of an AI-Based Satellite Attitude Controller cites this paper.

LeLaR: The First In-Orbit Demonstration of an AI-Based Satellite Attitude Controller Limitations of Deep Neural Networks: a discussion of G. Marcus' critical appraisal of deep learning

Reference 23

Resolution
verified exact
arxiv_id, observed 2026-05-16T20:28:23.830601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

source=pdf_text observed=2026-05-16T20:28:11.486929Z digest=sha256:81d2163fca8ff10e34e424b49031a30b5b3f895974d560309c8570f8ad4e7312