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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=sha256:42242a083adc55481aac7455037c97cd4a65cc04499ebad225820aafe7565ed3

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=sha256:8e6281b6a961475362e5650106e3c5b30722e90fcaf214523969348c0b615afd

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=sha256:02ff380765eb497bc83d8e3f175aa80f65fc78c7b98c069c7ce888ef84df6e41

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=sha256:7cc7c33c2a3ba2806883b78764d314364ee3bd078660cdad5de8c26cfbdc5b39

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:ea4450df4428e359e95d0b70ad0497e64f88e48579032d24bde85ba93bd118d6

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=sha256:45446b305f9c6021be71f2824f04ce856f9b2cdef7329d78d16a2522638de31f

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:b279d6e16805ff5b8eccb7d869accc3a87f40df03916d4af63e868ecdfed869d

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:bc937289bf530b74aa61b18ed5ebb04b047f627858ba45aac7d4df74b0909c48

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:dfdb67714f19ef1fc0b91ae5829cfecad02f2d77d7d9b2573ca24d8555f9751b

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=sha256:9640c89b5b464fb9dbf7a9916739edf5c3a2da8fcb5c76df6fad9fba03a35baa

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=sha256:358e74aebbb6b6e86753d0f824c6910fe4dd1238afef7d91914709abc10dc456

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=sha256:95f06ddc9c0cacb86098ff13a7b5c8b1859740936ace44a735bf0f90f29a584d

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:d2e3e3285811f102ca1f2ac283be0c451510dcda56a4ea754f0bcadd2081f434

Pith citing papers

No inbound Pith citation observations are available.