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Paper Citation Record · LEDGER

Algorithmic causal structure emerging through compression

As of 10 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2502.04210.

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

pith.paper-citation-record.v1
2502.04210 v3

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T23:15:19.606376Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+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

13 of 13 outbound references displayed

  • verified exact0
  • verified fuzzy10
  • unresolved2
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f1a5f3ce-4cf7-4a9e-938b-7040a43ab7ed · outbound

This paper cites an unresolved cited work.

Algorithmic causal structure emerging through compression Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-08T23:15:19.747383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T23:15:19.569823Z digest=sha256:a5070e6c0c7d7ad37076fd328d96d78ce09122ccbad8f699457dd40b0da1d0d3

Observation 5cce46ba-0dea-4ca6-a405-04132b813a16 · outbound

This paper cites reject” such that TM halts on “reject.

Algorithmic causal structure emerging through compression reject” such that TM halts on “reject

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T23:15:19.737078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T23:15:19.573410Z digest=sha256:438e917a058108fc7e66cfd535817795a9170d63b28016f2be30eb842f333096

Observation 7dc8f0cc-8c1e-4da2-ab6d-b00ab37d4f41 · outbound

This paper cites By Corollary 41, the negative log marginal likelihood − log P is the coding length of a certain Shannon code over (X d)∗.

Algorithmic causal structure emerging through compression By Corollary 41, the negative log marginal likelihood − log P is the coding length of a certain Shannon code over (X d)∗

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T23:15:19.657804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T23:15:19.602955Z digest=sha256:092e08d879d34e53c3c2d006f8d84c061d0aee1ad279ca87976f055e0916ae71

Observation 69a13538-b569-42f1-9f61-ea72c465293a · outbound

This paper cites These two symbols will be given the longest codewords, which will have equal length and differ only in the last digit.

Algorithmic causal structure emerging through compression These two symbols will be given the longest codewords, which will have equal length and differ only in the last digit

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T23:15:19.717987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T23:15:19.582060Z digest=sha256:47e1d2d1ccb7546935a8036071308feb08011e820172a449ecfcd525bff73540

Observation b133da2b-3d8f-45e2-a9c8-e9e72a61e71e · outbound

This paper cites Output: a tree-structured codebook.

Algorithmic causal structure emerging through compression Output: a tree-structured codebook

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T23:15:19.707733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T23:15:19.585757Z digest=sha256:7224a4a4414a8066066ea5ddbabc2617413a3cccc576aaefd979455d25e112d0

Observation 5e7bd332-d82f-41c9-914c-ee87d2b407dd · outbound

This paper cites set a universal set of FCMs.).

Algorithmic causal structure emerging through compression set a universal set of FCMs.)

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T23:15:19.677016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T23:15:19.596500Z digest=sha256:ee410c2ce61ad461dbe0e52fbe18eb4385d7d1b208ab74064c86414a2ba41a81

Observation ae627bdd-14fd-4fe3-9ed9-28b1978d1dee · outbound

This paper cites an unresolved cited work.

Algorithmic causal structure emerging through compression Unresolved cited work

Reference 11

Resolution
unresolved
raw_fallback, observed 2026-08-08T23:15:19.667731Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T23:15:19.599732Z digest=sha256:0c4ec97112a00dd54dd9a3264d6ab3f16c331016813ee467280e2aebc9fc42a0

Observation 8bdbfe12-c4b1-4bd2-baba-fa026ee6d41d · outbound

This paper cites codebook.

Algorithmic causal structure emerging through compression codebook

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T23:15:19.727460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T23:15:19.577825Z digest=sha256:1bdff62990e8213ddca416335498ab047658a26019ae0a49c55c49182fd9c565

Observation d07bba18-9007-40f2-9223-396482aefec3 · outbound

This paper cites independent causal mechanism.

Algorithmic causal structure emerging through compression independent causal mechanism

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T23:15:19.698337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T23:15:19.589260Z digest=sha256:806842d5386522b3a281340401aa7e184821cf914cb5670fd1d8b6cc34668191

Observation 4b08d808-5e64-4b8a-83c2-48ff32d67db0 · outbound

This paper cites 41 WENDONG BUCHHOLZ SCH ¨OLKOPF • Our output of model selection is different from Principle 48.

Algorithmic causal structure emerging through compression 41 WENDONG BUCHHOLZ SCH ¨OLKOPF • Our output of model selection is different from Principle 48

Reference 17

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T23:15:19.688357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T23:15:19.593241Z digest=sha256:ad59d4dbc07b7135f75651880904215338693122092993046f5c379dd4a87a70

Observation 7df999d6-0b89-4066-8e23-531447d29035 · outbound

This paper cites In the general case we can construct UBCC depending on (m, d) by inputting ⟨m, ⟨d, ⟨p⟩⟩⟩ and simulating the codebook for each (m, d) respectively.

Algorithmic causal structure emerging through compression In the general case we can construct UBCC depending on (m, d) by inputting ⟨m, ⟨d, ⟨p⟩⟩⟩ and simulating the codebook for each (m, d) respectively

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T23:15:19.646591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T23:15:19.606376Z digest=sha256:7d23efafde39049e4a7ff1e99d22d8515725dd3047e26588cc64bba05d2c3869

Observation 63b76e3a-6507-4fe7-8758-a990653b79b1 · outbound

This paper cites • Appendix § H contains remarks on the Minimum Description Length (MDL) principle and Bayesian model selection, their difference and relation to our approach.

Algorithmic causal structure emerging through compression • Appendix § H contains remarks on the Minimum Description Length (MDL) principle and Bayesian model selection, their difference and relation to our approach

Reference 2010

Resolution
verified fuzzy
raw_fallback, observed 2026-08-08T23:15:19.757019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-08T23:15:19.565628Z digest=sha256:9a8b490d7d81f395547f05036121bfcb901ccc35f71b768647fb3118240ae741

Observation 0cc13461-b8dc-4ce9-9a53-a0bffa77a2b3 · outbound

This paper cites A Theory for Emergence of Complex Skills in Language Models.

Algorithmic causal structure emerging through compression A Theory for Emergence of Complex Skills in Language Models

Reference 2023

Resolution
malformed identifier
no resolver link, observed 2026-08-08T23:15:19.560541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-08T23:15:19.560541Z digest=sha256:004967559aedf4062975930bd343f9419aa9d7fd0854eed427c82ae62a725dad

Pith citing papers

No inbound Pith citation observations are available.