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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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T23:15:19.569823Z digest=sha256:5f4458499f5f5497413ea953beee08342affda081af82373f2272b8c0298e56d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T23:15:19.573410Z digest=sha256:d753ce7a0de6acbc722b7c7fde94cf4764d58a94035846ae9b94cdc9b75abca2

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T23:15:19.602955Z digest=sha256:4cb4dbada4615095abbb9db746c6040f92991265a80101396f196c0bcd33a6da

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T23:15:19.582060Z digest=sha256:2061f20230bbc98affa8b660ccee2acd74bdea5e87d84083465e911df3028113

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T23:15:19.585757Z digest=sha256:25c0b3d3c897756e9e517019fa39b23efa9b8e65016592aca1d32cba0c4b7f6c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T23:15:19.596500Z digest=sha256:1adc401bb05cef3dac1b385f0228577d0858a47dd2c5928b03d31490dae6645b

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T23:15:19.599732Z digest=sha256:0ee195c652b4918923ed9a3a0a80f73c01e459353f386058a7b2c70238788264

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T23:15:19.577825Z digest=sha256:e26a52bacc9768814c9a98d9ca44138e5c51fc9016a3122ccf5f2a17e696dccc

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T23:15:19.589260Z digest=sha256:6335e4ee1a8af062de4a0bb11f899fef4a497e1f675f904e970ff5426ae18cb9

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T23:15:19.593241Z digest=sha256:7f62927ba2960bcb8326306eaf9b2ed61dde620f6464050d9d23389f2504fca7

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T23:15:19.606376Z digest=sha256:196f1a1f54d9f65beb538241422f9b5327c6cf974d5815ceb1912094b7ca6390

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-08T23:15:19.565628Z digest=sha256:6799aa6becc26d120c1291f5420cf5053b96cfd9bce98474eee227b0df4e1217

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:d1ddf24e2b5af695796744837938420768948d8014af326bb6841bc3439a6efd

Pith citing papers

No inbound Pith citation observations are available.