Pith. sign in

Paper Citation Record · LEDGER

Data-Centric Approach to Constrained Machine Learning: A Case Study on Conway's Game of Life

As of 14 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 inbound Pith citation observations for arXiv:2408.12778.

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

pith.paper-citation-record.v1
2408.12778 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 2026-08-13T06:32:02.005865+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:27:33.680360Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-18T20:51:50.755494Z

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 168d163f-715a-4f06-a6ea-ef04eef68ddf · inbound

Learning Elementary Cellular Automata with Transformers cites this paper.

Learning Elementary Cellular Automata with Transformers Data-Centric Approach to Constrained Machine Learning: A Case Study on Conway's Game of Life

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-12T04:27:33.680360Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:27:33.680360Z digest=sha256:d09496a8d7149d84d53dc851a426c66f63d64a4d49d33781dde996708da48259

Observation 9bfd74f9-d493-4768-97ab-220b8b59bf0a · inbound

Beyond Memorization: Extending Reasoning Depth with Recurrence, Memory and Test-Time Compute Scaling cites this paper.

Beyond Memorization: Extending Reasoning Depth with Recurrence, Memory and Test-Time Compute Scaling Data-Centric Approach to Constrained Machine Learning: A Case Study on Conway's Game of Life

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-18T20:51:50.757461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-13T06:32:02.005865+00:00.

source=pdf_text observed=2026-05-18T20:49:26.966293Z digest=sha256:d840da16e52cf341d7627637e9b070eb872ab4041ddc0c28d76dd152e49aeb9c