Paper Citation Record · LEDGER

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI

As of 19 August 2026, this Paper Citation Record lists 64 of 64 outbound references and 1 inbound Pith citation observation for arXiv:2607.09560.

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

pith.paper-citation-record.v1
2607.09560 v1

Coverage vector

measured 64 of 64 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-13T02:08:59.301970Z

measured 65 of 65 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T09:14:06.275985Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

64 of 64 outbound references displayed

verified exact5
verified fuzzy0
unresolved58
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e694b2eb-7cb0-4858-88d4-c67ae24b5061 · outbound

This paper cites Brian Arthur.The Nature of Technology: What It Is and How It Evolves.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Brian Arthur.The Nature of Technology: What It Is and How It Evolves

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 68c01bfa-1de8-4e33-ac8b-5e64a257da8f · outbound

This paper cites The Alien Space of Science: Sampling Coherent but Cognitively Unavailable Research Directions.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI The Alien Space of Science: Sampling Coherent but Cognitively Unavailable Research Directions

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation d0f0081f-54f1-4c78-b0c5-abd5180df383 · outbound

This paper cites NOVA: Fundamental Limits of Knowledge Discovery Through AI.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI NOVA: Fundamental Limits of Knowledge Discovery Through AI

Reference 3

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Observation b75b9e67-16ce-40a3-8f80-68dcc9590e42 · outbound

This paper cites Contemporary AI lacks the imagination to diverge or negate in science.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Contemporary AI lacks the imagination to diverge or negate in science

Reference 4

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Observation 032dee25-b00a-4ecb-a11c-ee46abef9268 · outbound

This paper cites Barsalou and Katja Wiemer-Hastings.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Barsalou and Katja Wiemer-Hastings

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 537ff13c-a6aa-4b18-b0f3-c99024d429fd · outbound

This paper cites Creativityandartificialintelligence.Artificial Intelligence, 103(1):347–356,.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Creativityandartificialintelligence.Artificial Intelligence, 103(1):347–356,

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 28a0751d-7582-4e3d-af61-5bdb7d444307 · outbound

This paper cites doi: https://doi.org/10.1016/S0004-3702(98)00055-1.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI doi: https://doi.org/10.1016/S0004-3702(98)00055-1

Reference 7

Resolution: verified exact; doi, observed 2026-07-13T02:09:15.434892Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 3c7fe7b9-db0d-486c-a57e-29b381aefd5c · outbound

This paper cites Olausson, Catherine Wong, Gabriel Grand, Joshua B.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Olausson, Catherine Wong, Gabriel Grand, Joshua B

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation e04e8f12-33bb-4c65-9f1a-c0ffc8ccdeb7 · outbound

This paper cites Measuring the Gap Between Human and LLM Research Ideas.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Measuring the Gap Between Human and LLM Research Ideas

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 7aef2f19-d064-4675-8e94-5f9071cfa60c · outbound

This paper cites On the Measure of Intelligence.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI On the Measure of Intelligence

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 8cbb9b57-5541-4a42-8e2a-93ac842c2309 · outbound

This paper cites Whatever next? predictive brains, situated agents, and the future of cognitive science.Behavioral and Brain Sciences, 36(3):181–204, 2013.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Whatever next? predictive brains, situated agents, and the future of cognitive science.Behavioral and Brain Sciences, 36(3):181–204, 2013

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation c8f0033b-518c-4869-a0dc-fb8c011cd4b5 · outbound

This paper cites AI-GAs: AI-generating algorithms, an alternate paradigm for producing general artificial intelligence.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI AI-GAs: AI-generating algorithms, an alternate paradigm for producing general artificial intelligence

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 8f1d9bc1-1458-48df-a89b-3ff395fefba6 · outbound

This paper cites Tenenbaum.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Tenenbaum

Reference 13

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Observation 2f662e72-2ecc-4970-bbb2-2df840550e38 · outbound

This paper cites Forbus, and Dedre Gentner.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Forbus, and Dedre Gentner

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 53e66d9a-ddf8-410c-9547-88c11a94aefb · outbound

This paper cites The usefulness of useless knowledge.Harper’s Magazine, 1939.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI The usefulness of useless knowledge.Harper’s Magazine, 1939

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 9c6e5ea0-15a8-4e1d-86f8-67cd33e2ef70 · outbound

This paper cites The free-energy principle: a unified brain theory?Nature Reviews Neuroscience, 11:127–138, 2010.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI The free-energy principle: a unified brain theory?Nature Reviews Neuroscience, 11:127–138, 2010

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation f6df2e23-222e-474d-a2d6-5e49519a42df · outbound

This paper cites MIT Press, 2000.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI MIT Press, 2000

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation e0ce6745-2166-4eae-9ed9-61bc1ee4cd51 · outbound

This paper cites Leibo, Allan Dafoe, Marcus Hutter, Thore Graepel, and Shane Legg.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Leibo, Allan Dafoe, Marcus Hutter, Thore Graepel, and Shane Legg

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation d5be90de-aac5-4284-9947-a0d669512c60 · outbound

This paper cites Structure-mapping: A theoretical framework for analogy.Cognitive Science, 7 (2):155–170, 1983.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Structure-mapping: A theoretical framework for analogy.Cognitive Science, 7 (2):155–170, 1983

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation f07f2009-e65b-400b-84fa-dbc5c6948f22 · outbound

This paper cites an unresolved cited work.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 9fa3be5e-b124-4937-a59e-1f89b36d2b19 · outbound

This paper cites MIT press, 2001.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI MIT press, 2001

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation bf1d6c89-c21e-4126-b150-3cd21550b086 · outbound

This paper cites Gick and Keith J.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Gick and Keith J

Reference 22

Resolution: verified exact; doi, observed 2026-07-13T02:09:15.426519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 82cc0acc-ef69-4de5-ab71-dd639adc26eb · outbound

This paper cites Towards an AI co-scientist.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Towards an AI co-scientist

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 767bcfb0-30e8-43ce-af66-f146f9ee6dc1 · outbound

This paper cites Grünwald.The Minimum Description Length Principle.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Grünwald.The Minimum Description Length Principle

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 88b18625-ab22-48ab-9483-c858357069a2 · outbound

This paper cites Basic Books, New York, 2013.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Basic Books, New York, 2013

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 64fb58bf-33e1-4460-bd18-2345f407bd1d · outbound

This paper cites Carter, Xin Zhou, Matthew T.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Carter, Xin Zhou, Matthew T

Reference 26

Resolution: verified exact; doi, observed 2026-07-13T02:09:15.457181Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 94a83414-ff91-4f2e-a550-12e57982c918 · outbound

This paper cites Position: Open-endedness is essential for ar- tificial superhuman intelligence.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Position: Open-endedness is essential for ar- tificial superhuman intelligence

Reference 27

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 3c393131-d016-4255-849d-e510a999b02c · outbound

This paper cites The Red Queen G\"odel Machine: Co-Evolving Agents and Their Evaluators.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI The Red Queen G\"odel Machine: Co-Evolving Agents and Their Evaluators

Reference 28

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 20e2073e-9ec1-431a-9435-cc6e8fd12e12 · outbound

This paper cites an unresolved cited work.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Unresolved cited work

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 9151be0b-843b-434b-a9a7-721614b5e8ec · outbound

This paper cites The Cambridge Edition of the Works of Immanuel Kant.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI The Cambridge Edition of the Works of Immanuel Kant

Reference 30

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation af2ea01f-6e54-4507-936d-d510825b7f41 · outbound

This paper cites Kolmogorov.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Kolmogorov

Reference 31

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 6d6b616b-fb7d-4f7c-afa5-c97e27e607ba · outbound

This paper cites UniversityofChicagoPress, Chicago, 1980.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI UniversityofChicagoPress, Chicago, 1980

Reference 32

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 752a0393-3528-4acb-8681-05957a74df44 · outbound

This paper cites Universal intelligence: A definition of machine intelligence.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Universal intelligence: A definition of machine intelligence

Reference 33

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 0bb2efd3-606a-4ac5-ab8f-36969674abf9 · outbound

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Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation d6de0f03-0e99-4b6a-809a-0ae8bc9accdf · outbound

This paper cites an unresolved cited work.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 8c8a5c43-0d88-4bb2-a67f-b7177acab408 · outbound

This paper cites Lenat and John Seely Brown.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Lenat and John Seely Brown

Reference 36

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 47ae51fb-acea-4a26-acee-b85d2f27ccb4 · outbound

This paper cites The abstraction fallacy: Why ai can simulate but not instantiate con- sciousness.PhilPapers, 2026.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI The abstraction fallacy: Why ai can simulate but not instantiate con- sciousness.PhilPapers, 2026

Reference 37

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 4995b285-7232-42bd-b79d-114517904be8 · outbound

This paper cites Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

Reference 38

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation fa98eb4b-9629-41c4-92d6-abd8a6892f20 · outbound

This paper cites Springer, 3rd edition, 2008.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Springer, 3rd edition, 2008

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 68422a88-7055-4b55-8197-2c880606aa2d · outbound

This paper cites Pan, Alexander Du, Kurt Keutzer, Alvin Cheung, Alexandros G.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Pan, Alexander Du, Kurt Keutzer, Alvin Cheung, Alexandros G

Reference 40

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 2e04d925-f65a-4b50-a119-a31352426a56 · outbound

This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 41

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 950fa681-e96d-443e-9983-f6809692d65d · outbound

This paper cites Abstraction and analogy-making in artificial intelligence.Annals of the New York Academy of Sciences, 1505(1):79–101, 2021.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Abstraction and analogy-making in artificial intelligence.Annals of the New York Academy of Sciences, 1505(1):79–101, 2021

Reference 42

Resolution: verified exact; doi, observed 2026-07-13T02:09:15.450773Z

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Observation b0a6f84d-73c8-4aca-a8a0-563534112900 · outbound

This paper cites A Compositional Framework for Open-ended Intelligence.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI A Compositional Framework for Open-ended Intelligence

Reference 43

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 28d5f204-18c2-436c-8548-e861d6dddef7 · outbound

This paper cites AlphaEvolve: A coding agent for scientific and algorithmic discovery.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI AlphaEvolve: A coding agent for scientific and algorithmic discovery

Reference 44

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 5584c1da-becb-48dc-b0bf-c2f742f31352 · outbound

This paper cites AutoLabs: Cognitive multi- agentsystemswithself-correctionforautonomouschemicalexperimentation.Scientific Reports, 16(1):19554, June 2026.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI AutoLabs: Cognitive multi- agentsystemswithself-correctionforautonomouschemicalexperimentation.Scientific Reports, 16(1):19554, June 2026

Reference 45

Resolution: verified exact; doi, observed 2026-07-13T02:09:15.442752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 5c888389-a78f-48ab-b650-025bdfe54b70 · outbound

This paper cites an unresolved cited work.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Unresolved cited work

Reference 46

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

Source-reported events for the cited work

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Observation de2b3cac-2296-412d-9ea6-b376f0c99c17 · outbound

This paper cites Modeling by shortest data description.Automatica, 14(5):465–471, 1978.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Modeling by shortest data description.Automatica, 14(5):465–471, 1978

Reference 47

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 6661d935-f32b-41a8-9081-ef2809f09ccc · outbound

This paper cites Math- ematical discoveries from program search with large language models.Nature, 625:468–475, 2024.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Math- ematical discoveries from program search with large language models.Nature, 625:468–475, 2024

Reference 48

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 3fc6c628-d534-4350-a893-84ae0a59c999 · outbound

This paper cites Varshney.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Varshney

Reference 49

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation c93dfb00-e5b2-46bc-9ca2-023efe037ac3 · outbound

This paper cites Goedel Machines: Self-Referential Universal Problem Solvers Making Provably Optimal Self-Improvements.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Goedel Machines: Self-Referential Universal Problem Solvers Making Provably Optimal Self-Improvements

Reference 50

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a03c79b-4b0e-4d18-a693-30e1704900f9 · outbound

This paper cites Formal theory of creativity, fun, and intrinsic motivation (1990–2010).

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Formal theory of creativity, fun, and intrinsic motivation (1990–2010)

Reference 51

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation ca4422da-2806-44de-aeea-378cea13c96f · outbound

This paper cites Powerplay: Traininganincreasinglygeneralproblemsolverbycontinually searching for the simplest still unsolvable problem.Frontiers in Psychology, 4:313, 2013.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Powerplay: Traininganincreasinglygeneralproblemsolverbycontinually searching for the simplest still unsolvable problem.Frontiers in Psychology, 4:313, 2013

Reference 52

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 8c1606e2-184e-4aa6-beaf-b534a7915a06 · outbound

This paper cites A general reinforcement learning algorithm that masters chess, shogi, and go through self-play.Science, 362(6419):1140–1144, 2018.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI A general reinforcement learning algorithm that masters chess, shogi, and go through self-play.Science, 362(6419):1140–1144, 2018

Reference 53

Resolution: malformed identifier; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 56e23077-4035-4535-a533-d09d446380fe · outbound

This paper cites Solomonoff.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Solomonoff

Reference 54

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 4f471fa3-acaf-4975-bc2e-b57ca9c028cd · outbound

This paper cites Sutton and Andrew G.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Sutton and Andrew G

Reference 55

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation f183f3d2-d28d-4d27-a384-4eff7a37413e · outbound

This paper cites AI Research Agents Narrow Scientific Exploration.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI AI Research Agents Narrow Scientific Exploration

Reference 56

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 8de9ed7c-1ec1-4e06-9463-9a4907e05b90 · outbound

This paper cites Tenenbaum, Charles Kemp, Thomas L.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Tenenbaum, Charles Kemp, Thomas L

Reference 57

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation f3e644e7-d1f7-4832-ae47-7dc5b897217e · outbound

This paper cites AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery

Reference 58

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 16d0c518-4e89-44a3-8f2a-69e25241e96f · outbound

This paper cites Voyager: An open-ended embodied agent with large language models.Transactions on Machine Learning Research, 2023.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Voyager: An open-ended embodied agent with large language models.Transactions on Machine Learning Research, 2023

Reference 59

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 09bb02ec-b898-4ad9-821d-af51d0c1263f · outbound

This paper cites Paired Open-Ended Trailblazer (POET): Endlessly Generating Increasingly Complex and Diverse Learning Environments and Their Solutions.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Paired Open-Ended Trailblazer (POET): Endlessly Generating Increasingly Complex and Diverse Learning Environments and Their Solutions

Reference 60

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 4832934e-1b1c-4876-93ea-b906ffdae76f · outbound

This paper cites Enhanced POET: Open-Ended Reinforcement Learning through Unbounded Invention of Learning Challenges and their Solutions.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Enhanced POET: Open-Ended Reinforcement Learning through Unbounded Invention of Learning Challenges and their Solutions

Reference 61

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Observation 092d919c-3e88-4010-ad9a-ef1a69b69a04 · outbound

This paper cites Huxley-gödel machine: Human-level coding agent development by an approximation of the optimal self-improving machine, 2025.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Huxley-gödel machine: Human-level coding agent development by an approximation of the optimal self-improving machine, 2025

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Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation b1e4ac6f-8b9b-4250-ad34-21c948ff449f · outbound

This paper cites Llms can’t jump, January 2026.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Llms can’t jump, January 2026

Reference 63

Resolution: unresolved; no resolver link, observed 2026-07-13T02:08:59.301970Z

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Observation 5e0239b2-2265-49d1-9dde-0570b411f0a8 · outbound

This paper cites Darwin godel machine: Open-ended evolution of self-improving agents, 2026.

Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI Darwin godel machine: Open-ended evolution of self-improving agents, 2026

Reference 64

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Pith citing papers

Observation f653cdfd-f1ff-4a80-84cc-65686d168b12 · inbound

Efficiency Matters in Autonomous Research cites this paper.

Efficiency Matters in Autonomous Research Beyond Fixed Representations: The Vocabulary and Verifier Gaps in Open-Ended AI

Reference 42

Resolution: unresolved; no resolver link, observed 2026-07-31T09:14:06.275985Z

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