Paper Citation Record · LEDGER

Dictionaries, Not Darwin: Set-Level Selection Beats LLM Evolution in Scientific Equation Discovery

As of 11 August 2026, this Paper Citation Record lists 13 of 13 outbound references and 0 inbound Pith citation observations for arXiv:2607.04108.

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

pith.paper-citation-record.v1
2607.04108 v1

Coverage vector

measured 13 of 13 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-11T21:38:37.234781Z

measured 13 of 13 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+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 fuzzy0
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fc0679e6-fcfe-45c2-a2e5-0787a362bf87 · outbound

This paper cites Interpretable Machine Learning for Science with PySR and SymbolicRegression.jl.

Dictionaries, Not Darwin: Set-Level Selection Beats LLM Evolution in Scientific Equation Discovery Interpretable Machine Learning for Science with PySR and SymbolicRegression.jl

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-11T21:38:37.234781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f26a9bd2-60ad-4cf4-950a-f66e0ed78e78 · outbound

This paper cites Interpretable Machine Learning for Science with PySR and SymbolicRegression.jl.

Dictionaries, Not Darwin: Set-Level Selection Beats LLM Evolution in Scientific Equation Discovery Interpretable Machine Learning for Science with PySR and SymbolicRegression.jl

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-11T21:38:37.234781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ff37d3b-44b1-4e38-8de4-91a2e59fce73 · outbound

This paper cites Evolutionary Discovery of Bivariate Bicycle Codes with LLM-Guided Search.

Dictionaries, Not Darwin: Set-Level Selection Beats LLM Evolution in Scientific Equation Discovery Evolutionary Discovery of Bivariate Bicycle Codes with LLM-Guided Search

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-11T21:38:37.234781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb8bbab2-e62c-4d8e-a46f-e17c5607fe7d · outbound

This paper cites Arya Grayeli, Atharva Sehgal, Omar Costilla-Reyes, Miles Cranmer, and Swarat Chaudhuri.

Dictionaries, Not Darwin: Set-Level Selection Beats LLM Evolution in Scientific Equation Discovery Arya Grayeli, Atharva Sehgal, Omar Costilla-Reyes, Miles Cranmer, and Swarat Chaudhuri

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-11T21:38:37.234781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1977486-4975-4d73-84d5-76adc683e05d · outbound

This paper cites Peter Henderson, Riashat Islam, Philip Bachman, Joelle Pineau, Doina Precup, and David Meger.

Dictionaries, Not Darwin: Set-Level Selection Beats LLM Evolution in Scientific Equation Discovery Peter Henderson, Riashat Islam, Philip Bachman, Joelle Pineau, Doina Precup, and David Meger

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-11T21:38:37.234781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 60c72c28-ec91-4c1e-984f-2f378a80799d · outbound

This paper cites Mikel Landajuela, Chak Shing Lee, Jiachen Yang, Ruben Glatt, Claudio P.

Dictionaries, Not Darwin: Set-Level Selection Beats LLM Evolution in Scientific Equation Discovery Mikel Landajuela, Chak Shing Lee, Jiachen Yang, Ruben Glatt, Claudio P

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-11T21:38:37.234781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3701638a-3e80-47bf-9819-021af90fd0c7 · outbound

This paper cites ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution.

Dictionaries, Not Darwin: Set-Level Selection Beats LLM Evolution in Scientific Equation Discovery ShinkaEvolve: Towards Open-Ended And Sample-Efficient Program Evolution

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-11T21:38:37.234781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c327c815-33c6-4256-a0dd-e089b8c60bba · outbound

This paper cites Influence-Guided Symbolic Regression: Scientific Discovery via LLM-Driven Equation Search with Granular Feedback.

Dictionaries, Not Darwin: Set-Level Selection Beats LLM Evolution in Scientific Equation Discovery Influence-Guided Symbolic Regression: Scientific Discovery via LLM-Driven Equation Search with Granular Feedback

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-11T21:38:37.234781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32fe9741-5c89-4a02-aafc-543d20acf61f · outbound

This paper cites Parshin Shojaee, Kazem Meidani, Shashank Gupta, Amir Barati Farimani, and Chandan K.

Dictionaries, Not Darwin: Set-Level Selection Beats LLM Evolution in Scientific Equation Discovery Parshin Shojaee, Kazem Meidani, Shashank Gupta, Amir Barati Farimani, and Chandan K

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-11T21:38:37.234781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e154e81e-69c8-4c6e-9915-657b59bcab8d · outbound

This paper cites Haorui Wang, Parshin Shojaee, Kazem Meidani, Kunyang Sun, Jos ´e Miguel Hern ´andez-Lobato, Teresa Head-Gordon, Jiajun He, Chandan K.

Dictionaries, Not Darwin: Set-Level Selection Beats LLM Evolution in Scientific Equation Discovery Haorui Wang, Parshin Shojaee, Kazem Meidani, Kunyang Sun, Jos ´e Miguel Hern ´andez-Lobato, Teresa Head-Gordon, Jiajun He, Chandan K

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-11T21:38:37.234781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 59c39430-b108-4e93-9e40-0d72544f91c4 · outbound

This paper cites Towards Diverse Scientific Hypothesis Search with Large Language Models.

Dictionaries, Not Darwin: Set-Level Selection Beats LLM Evolution in Scientific Equation Discovery Towards Diverse Scientific Hypothesis Search with Large Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-11T21:38:37.234781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 04a05e2a-240f-4a79-9097-d9952559ba3f · outbound

This paper cites LLM as a Tool, Not an Agent: Code-Mined Tree Transformations for Neural Architecture Search.

Dictionaries, Not Darwin: Set-Level Selection Beats LLM Evolution in Scientific Equation Discovery LLM as a Tool, Not an Agent: Code-Mined Tree Transformations for Neural Architecture Search

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-11T21:38:37.234781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0d09b59-5047-4a5e-a500-c313b3b586fb · outbound

This paper cites PySR rows are local CPU references under our protocol, not official LLM- SRBench rows.

Dictionaries, Not Darwin: Set-Level Selection Beats LLM Evolution in Scientific Equation Discovery PySR rows are local CPU references under our protocol, not official LLM- SRBench rows

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-11T21:38:37.234781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.