Paper Citation Record · LEDGER

Transformer Semantic Genetic Programming for Symbolic Regression

As of 11 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2501.18479.

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

pith.paper-citation-record.v1
2501.18479 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T23:25:12.148068Z

measured 45 of 45 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

45 of 45 outbound references displayed

verified exact7
verified fuzzy2
unresolved35
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f41ff436-7316-4b95-afd1-7e1c8e6a8de7 · outbound

This paper cites Neural Symbolic Regression that Scales.

Transformer Semantic Genetic Programming for Symbolic Regression Neural Symbolic Regression that Scales

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-09T23:25:11.155492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 288bc404-e1e1-4219-95e9-b1dd438e5c94 · outbound

This paper cites Large Language Models Suffer From Their Own Output: An Analysis of the Self-Consuming Training Loop.

Transformer Semantic Genetic Programming for Symbolic Regression Large Language Models Suffer From Their Own Output: An Analysis of the Self-Consuming Training Loop

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-09T23:25:11.165137Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6cd6c451-351b-4984-8d08-20151edd63f9 · outbound

This paper cites Language Models are Few-Shot Learners.

Transformer Semantic Genetic Programming for Symbolic Regression Language Models are Few-Shot Learners

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-09T23:25:11.175599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af9851c1-e767-4d57-b798-7b890f810b02 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:59.850204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 5f266301-5966-407c-a580-bf1ac5cf0932 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-09T23:25:11.209715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cc3831be-542e-4e47-9c37-643f5b169c62 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:59.738296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ddede51e-526a-4e5b-8af9-1820eae56a9a · outbound

This paper cites The Faiss library.

Transformer Semantic Genetic Programming for Symbolic Regression The Faiss library

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-09T23:25:11.245827Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3e550205-f643-4136-ad04-ffbd77c1a7e6 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:59.673966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 38992278-952f-4c4b-9fd9-21d277192507 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:59.620383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2c921c4b-d681-4c90-aa6f-167e226cb274 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:59.570198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4b561569-6104-4353-b7de-d31e7d9ba54c · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:59.518795Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4a1aa259-51e7-4daa-9f6c-305d02742532 · outbound

This paper cites Adam: A Method for Stochastic Optimization.

Transformer Semantic Genetic Programming for Symbolic Regression Adam: A Method for Stochastic Optimization

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-09T23:25:11.411949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b186fa11-2248-468f-9790-d38cf2756d19 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:59.448756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2d3c34ec-7893-42c7-9768-c4b85a275538 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:59.390461Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 7b0464ac-a21e-4af7-aa5e-860ea47ee8ca · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 15

Resolution: verified exact; doi, observed 2026-08-09T23:25:12.596771Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 125ffeb3-1bef-4144-83e2-74677efa35f6 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:59.340794Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f8e28f58-db7a-4b6c-a8c2-49ceb4fcb0f7 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:59.277724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8580e440-ab7b-40c7-8db1-a4869a745049 · outbound

This paper cites Decoupled Weight Decay Regularization.

Transformer Semantic Genetic Programming for Symbolic Regression Decoupled Weight Decay Regularization

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-09T23:25:11.517013Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8490aed3-daa3-4de8-8907-05e295e57a7b · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:59.232506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bad45ab0-d990-4df1-87d3-172df9440d07 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-09T23:25:11.558557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d525f926-452e-46fa-8746-5a2cdb96f937 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:59.132852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 106b1312-4546-492a-bcc0-0bf5d33f204e · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:58.991081Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation cd50fed4-7434-4a5b-a8aa-5f80bf277f3b · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 23

Resolution: verified exact; doi, observed 2026-08-09T23:25:12.529812Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4130c5bd-4624-4087-af3b-39b9ff098f93 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-09T23:25:11.611316Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7b3c44a-4d72-42b8-a92c-6e7ce3e07513 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:58.931744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 23fe048b-6770-4398-bb1f-94253eff74bd · outbound

This paper cites Deep symbolic regression: Recovering mathematical expressions from data via risk-seeking policy gradients.

Transformer Semantic Genetic Programming for Symbolic Regression Deep symbolic regression: Recovering mathematical expressions from data via risk-seeking policy gradients

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-09T23:25:11.636132Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdffec05-ebd8-4c08-8f2a-c78842a3e9bb · outbound

This paper cites PMLB v1.0: An open source dataset collection for benchmarking machine learning methods.

Transformer Semantic Genetic Programming for Symbolic Regression PMLB v1.0: An open source dataset collection for benchmarking machine learning methods

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-09T23:25:11.676512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 600d46cd-0bba-468a-b5da-1e8be062e9e0 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-09T23:25:11.685392Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b76a9fb-b37d-4548-97de-4ae0836798c9 · outbound

This paper cites SymbolicGPT: A Generative Transformer Model for Symbolic Regression.

Transformer Semantic Genetic Programming for Symbolic Regression SymbolicGPT: A Generative Transformer Model for Symbolic Regression

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-09T23:25:11.704381Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b03ec0a4-6636-402c-a966-339600d1921c · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 30

Resolution: verified exact; doi, observed 2026-08-09T23:25:12.434417Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c30a2a14-fd44-4ded-97d7-2cf86b6ea50d · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:58.831641Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 733c4430-4f92-481f-a774-9d61a9a44e7e · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:58.786308Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c131e419-793e-416a-a8a2-4a32f11ffddf · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:58.743695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f8ce8cd5-e703-4c84-a767-e4c5a41f158f · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-09T23:25:11.793352Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5b75072-6911-4033-91a4-ae12eef817a7 · outbound

This paper cites Attention Is All You Need.

Transformer Semantic Genetic Programming for Symbolic Regression Attention Is All You Need

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-09T23:25:11.844687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2786273f-a761-4cd8-a0b4-4223e0bc2ac2 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:58.657324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 51e8c6ee-b97d-4656-b32d-c5968404e56f · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-09T23:25:58.601967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 78e2cf26-4425-41d4-816b-938c1e973606 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 38

Resolution: verified exact; doi, observed 2026-08-09T23:25:12.261518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation aad59387-ee61-4984-aaa1-501dbfd558fb · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-09T23:25:12.148068Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b00d374-9779-48dc-b354-0a8625e48fdf · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 116

Resolution: verified exact; doi, observed 2026-08-09T23:25:12.313619Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2a99c08c-8d2e-4680-a257-b9b901029b24 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 117

Resolution: verified exact; doi, observed 2026-08-09T23:25:12.366660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f10bfbe1-79fe-46f7-bf2b-5ecb8da7e664 · outbound

This paper cites InApplications of Evolutionary Computation: 17th European Conference, EvoApplications 2014, Granada, Spain, April 23-25, 2014, Revised Selected Papers 17.

Transformer Semantic Genetic Programming for Symbolic Regression InApplications of Evolutionary Computation: 17th European Conference, EvoApplications 2014, Granada, Spain, April 23-25, 2014, Revised Selected Papers 17

Reference 2014

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T23:25:59.076711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8a1791d2-82c3-4c6b-ae57-529b46f4b0e1 · outbound

This paper cites Advances in Neural Information Processing Systems 36 (2023), 45907–45919.

Transformer Semantic Genetic Programming for Symbolic Regression Advances in Neural Information Processing Systems 36 (2023), 45907–45919

Reference 2023

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T23:25:58.873594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9d1dc1fb-9e0a-4e65-9192-36d53e5a5d54 · outbound

This paper cites IEEE Access 12 (2024), 37840–37849.

Transformer Semantic Genetic Programming for Symbolic Regression IEEE Access 12 (2024), 37840–37849

Reference 2024

Resolution: malformed identifier; no resolver link, observed 2026-08-09T23:25:11.810458Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 02765be2-bcf7-4416-87d5-e44d7a72b7d4 · outbound

This paper cites an unresolved cited work.

Transformer Semantic Genetic Programming for Symbolic Regression Unresolved cited work

Reference 6862

Resolution: verified exact; doi, observed 2026-08-09T23:25:12.717918Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.