Paper Citation Record · LEDGER

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era

As of 17 August 2026, this Paper Citation Record lists 19 of 19 outbound references and 0 inbound Pith citation observations for arXiv:2505.07222.

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

pith.paper-citation-record.v1
2505.07222 v1

Coverage vector

measured 19 of 19 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T22:25:46.749435Z

measured 19 of 19 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+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

19 of 19 outbound references displayed

verified exact0
verified fuzzy13
unresolved6
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5ca3c5fd-afdd-4908-8487-b0670711e75c · outbound

This paper cites an unresolved cited work.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era Unresolved cited work

Reference 1

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:25:47.101220Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 8a0232b5-fa2b-452a-9438-e2b045c2a635 · outbound

This paper cites surprise.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era surprise

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:25:47.112958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 99722405-c807-47cb-ba99-b77ea9555140 · outbound

This paper cites macrostates.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era macrostates

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:25:47.092019Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 15aaeb4b-5dc7-49fc-8817-5af49d5d9d5f · outbound

This paper cites Randomness, Structure, and Causality.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era Randomness, Structure, and Causality

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:25:47.077977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 01564b2c-9169-46fa-8707-e7ff49f5e1ac · outbound

This paper cites complexity.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era complexity

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:25:47.049624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f726b1c7-3e21-43cd-8cbb-b6c6700d41f2 · outbound

This paper cites an unresolved cited work.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:25:47.014043Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f12ffb46-3c36-4c30-9aaa-46d57b58a899 · outbound

This paper cites an unresolved cited work.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:25:46.996803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f346741d-396b-4607-9931-6933b1fd946f · outbound

This paper cites Complexity.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era Complexity

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:25:46.982568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 0c76a7b5-a0a4-4fa4-83dc-a0a693ae1e09 · outbound

This paper cites Autoencoders perform explicit compression: • Encoder: x7→ z maps an input x to a lower-dimensional latent vector z.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era Autoencoders perform explicit compression: • Encoder: x7→ z maps an input x to a lower-dimensional latent vector z

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:25:46.967322Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 215e2502-ed6c-4211-9e49-854df714fd2b · outbound

This paper cites an unresolved cited work.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:25:46.950213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 6aa12c66-a6ea-4c5f-9bb1-9064bd1cf414 · outbound

This paper cites In this context: • Latent variables become discoverable symbolic co- ordinates; recovered equations provide interpretable structure.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era In this context: • Latent variables become discoverable symbolic co- ordinates; recovered equations provide interpretable structure

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:25:46.928565Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation e3a21342-6279-494d-ab5e-bad20b9c417e · outbound

This paper cites By embedding structural priors into training, these mod- els guide latent representations towardmeaningful regularities rather than mere observed pattern replication.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era By embedding structural priors into training, these mod- els guide latent representations towardmeaningful regularities rather than mere observed pattern replication

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:25:46.909850Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 1dcdf6b0-9b0f-4740-84d0-bd6a625add7b · outbound

This paper cites an unresolved cited work.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:25:46.897498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a0d1286f-e513-4858-839c-2be48fca50d8 · outbound

This paper cites Measure Pluralism and Domain Alignment.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era Measure Pluralism and Domain Alignment

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:25:46.878791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation b4d80fb7-932f-47f8-a86a-ecb96baaec16 · outbound

This paper cites predictive.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era predictive

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:25:46.859335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4fce5aa0-63e5-41f4-9ac5-00faca2646e0 · outbound

This paper cites 100Danilo Jimenez Rezende and Shakir Mohamed.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era 100Danilo Jimenez Rezende and Shakir Mohamed

Reference 562

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:25:46.820762Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f4f317ea-08f9-4830-9ed8-4a40ace29d73 · outbound

This paper cites ran- domness, structure, and causality: Measures of complexity from theory to applications.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era ran- domness, structure, and causality: Measures of complexity from theory to applications

Reference 1988

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:25:46.848146Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation f0b36fa5-1f5a-4c29-bb59-9f8b4c6761b8 · outbound

This paper cites an unresolved cited work.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era Unresolved cited work

Reference 2000

Resolution: unresolved; raw_fallback, observed 2026-08-15T22:25:46.797879Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation a0e2d029-aa83-47cd-90db-5aa69c6efa4c · outbound

This paper cites 78Lu Lu, Pengzhan Jin, Guofei Pang, Zhongqiang Zhang, and George Em Karniadakis.

Compression, Regularity, Randomness and Emergent Structure: Rethinking Physical Complexity in the Data-Driven Era 78Lu Lu, Pengzhan Jin, Guofei Pang, Zhongqiang Zhang, and George Em Karniadakis

Reference 2014

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T22:25:46.835050Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Pith citing papers

No inbound Pith citation observations are available.