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Paper Citation Record · LEDGER

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development

As of 22 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 0 inbound Pith citation observations for arXiv:2607.21268.

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

pith.paper-citation-record.v1
2607.21268 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-01T08:01:09.500783Z

measured 24 of 24 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+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

24 of 24 outbound references displayed

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  • unresolved24
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 76501011-f695-4158-a9d1-1afa996d03ad · outbound

This paper cites The AI scientist: Towards fully automated open-ended scientific discovery, 2024.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development The AI scientist: Towards fully automated open-ended scientific discovery, 2024

Reference 1

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source=pdf_text observed=2026-08-01T08:01:08.724979Z digest=sha256:3b4db2c5837225f1c3021800348ce2eb6c3accd90f0fd7bca1857223b2242768

Observation b66914b8-028d-4a3c-a5ec-68619836ca07 · outbound

This paper cites Agent Laboratory: Using LLM agents as research assistants.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development Agent Laboratory: Using LLM agents as research assistants

Reference 2

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source=pdf_text observed=2026-08-01T08:01:08.733920Z digest=sha256:482b24f6c8f75ad803ebb0cbec4080fe974c178e6955b4316ab42e58572b129c

Observation 923ae18a-3254-45ef-97c9-dce859675e2f · outbound

This paper cites Towards an AI co-scientist, 2025.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development Towards an AI co-scientist, 2025

Reference 3

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source=pdf_text observed=2026-08-01T08:01:08.744690Z digest=sha256:ac9848cba53dc251b25b9a5be1017be9c32965faf973c97f2506149f80c8b8ad

Observation bd0b03de-c4db-46bf-a3e7-79a12106f743 · outbound

This paper cites an unresolved cited work.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development Unresolved cited work

Reference 4

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source=pdf_text observed=2026-08-01T08:01:08.757188Z digest=sha256:93704fd2c814c9a2c7f6322b8034aa75ca2b239a4458d56234aad65773fffdc0

Observation 143596e1-619d-4d81-b6a0-3bf40829bb80 · outbound

This paper cites Christensen and Edward Miguel.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development Christensen and Edward Miguel

Reference 5

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source=pdf_text observed=2026-08-01T08:01:08.768519Z digest=sha256:e0dba849844fc55b43cc1601f9846c937331db7ba8ae286aebc7389a7621dced

Observation 94c6d97f-06e4-4f92-beaf-d42ff6973824 · outbound

This paper cites The use of structural models in econometrics.Journal of Economic Perspectives, 31(2):33–58, 2017.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development The use of structural models in econometrics.Journal of Economic Perspectives, 31(2):33–58, 2017

Reference 6

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source=pdf_text observed=2026-08-01T08:01:08.778035Z digest=sha256:68c10988f90c4deec03845340173aa445b3b5a247bd216399392237432dc3ff6

Observation f15687d0-b4c9-4fb1-b882-ca26c7c4fa54 · outbound

This paper cites Survey of hallucination in natural language generation.ACM Computing Surveys, 55(12):1–38, 2023.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development Survey of hallucination in natural language generation.ACM Computing Surveys, 55(12):1–38, 2023

Reference 7

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source=pdf_text observed=2026-08-01T08:01:08.787172Z digest=sha256:507e238df3ab85204c4be396e324f7e5c07a685f68daa7c1fc7575de134b701d

Observation 98cdd19d-2480-4f32-bd69-2843809c92eb · outbound

This paper cites Autonomous LLM-driven research from data to human-verifiable research papers.NEJM AI, 2(1), 2025.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development Autonomous LLM-driven research from data to human-verifiable research papers.NEJM AI, 2(1), 2025

Reference 8

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source=pdf_text observed=2026-08-01T08:01:08.795331Z digest=sha256:585d49312d1748bde560e079d92ced96e9ea4fbc985a4181fa9ce5e2bfa81896

Observation 95fd9247-52bf-49fa-8983-d940600f3a83 · outbound

This paper cites From intention to implementation: Automating biomedical research via LLMs.Science China Information Sciences, 68(7):170105, 2025.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development From intention to implementation: Automating biomedical research via LLMs.Science China Information Sciences, 68(7):170105, 2025

Reference 9

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source=pdf_text observed=2026-08-01T08:01:08.803138Z digest=sha256:8fa9a154f6e104e5691b02f75e7ba92733ff491ea999858cbd47af38198b8aec

Observation 3ce4e4fc-27d5-43c0-8a9f-1a4a6974121b · outbound

This paper cites MetaGPT: Meta programming for a multi-agent collaborative framework.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development MetaGPT: Meta programming for a multi-agent collaborative framework

Reference 10

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source=pdf_text observed=2026-08-01T08:01:08.810514Z digest=sha256:f161b5f350a2d725ce67be4ea15a44b094d093fcf9c6588f2e4a62d9b4cbe69c

Observation ae906fbd-9f3a-4fd2-a9b1-1205f6f56046 · outbound

This paper cites ChatDev: Communicative agents for software development.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development ChatDev: Communicative agents for software development

Reference 11

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source=pdf_text observed=2026-08-01T08:01:08.818453Z digest=sha256:af7b867e8f262759ba61aa980501a95141260fb396d1b5233c215e42c0cc3e2c

Observation 12b01d3a-3e47-418e-9c9d-27e56a866778 · outbound

This paper cites CAMEL: Communicative agents for “mind” exploration of large language model society.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development CAMEL: Communicative agents for “mind” exploration of large language model society

Reference 12

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source=pdf_text observed=2026-08-01T08:01:08.827146Z digest=sha256:20214f9c35f885a07260f07c2b42aa3f0deec93019e1959dcb1649c04b6d40d3

Observation fcfea7bb-18fd-4d38-b099-80024d477d01 · outbound

This paper cites Chawla, Olaf Wiest, and Xiangliang Zhang.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development Chawla, Olaf Wiest, and Xiangliang Zhang

Reference 13

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source=pdf_text observed=2026-08-01T08:01:08.837859Z digest=sha256:cb6066ab9836a7a651c9f81554e7abe117701a40f351ffb88bd255bfc357392e

Observation 7eb9f7c0-9c07-419d-9a60-57611956267a · outbound

This paper cites AutoGen: Enabling next-gen LLM applications via multi-agent conversations.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development AutoGen: Enabling next-gen LLM applications via multi-agent conversations

Reference 14

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source=pdf_text observed=2026-08-01T08:01:08.853106Z digest=sha256:8f65e1bbb5394d43033d2594df34539f5ee29b237ac044b47ef10f92142833fd

Observation cb860b5e-4719-4a1a-8823-beecd8efa1f8 · outbound

This paper cites Narasimhan, and Yuan Cao.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development Narasimhan, and Yuan Cao

Reference 15

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source=pdf_text observed=2026-08-01T08:01:08.866590Z digest=sha256:06a94dd19a8f52066648587dc1431e4bd3d20ba23804554bf77e588e0d1443de

Observation b1e14e5f-099e-4d3a-b40b-a9ce2578b9aa · outbound

This paper cites Self-Refine: Iterative refinement with self-feedback.Advances in Neural Information Processing Systems, 36:46534–46594, 2023.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development Self-Refine: Iterative refinement with self-feedback.Advances in Neural Information Processing Systems, 36:46534–46594, 2023

Reference 16

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source=pdf_text observed=2026-08-01T08:01:08.917004Z digest=sha256:cd19d23692b4a9bb512ec4414a44e89bcc42bf6d5d6ff740b60452e2d4e157af

Observation eff34db3-53d4-4468-873f-432f97e75767 · outbound

This paper cites HLER: Human-in-the-loop economic research via multi-agent pipelines for empirical discovery, 2026.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development HLER: Human-in-the-loop economic research via multi-agent pipelines for empirical discovery, 2026

Reference 17

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source=pdf_text observed=2026-08-01T08:01:08.990951Z digest=sha256:f3d7f31a145976d299500f83fb9204774b0bb42ffb81624acfdd07ef5a40d5dc

Observation a7a45cb4-e0a7-4905-8ec6-d7478a6b198b · outbound

This paper cites (Human) Attention Is (Still) All You Need: Human oversight makes AI-assisted social science reliable.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development (Human) Attention Is (Still) All You Need: Human oversight makes AI-assisted social science reliable

Reference 18

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source=pdf_text observed=2026-08-01T08:01:09.075799Z digest=sha256:3610f98a7b916382f247b8bcb412ace4a0d4a7cd9b547d52e2c68b7c87a7d1ca

Observation 2e30a3f3-f1d7-4257-af6b-9712487d6463 · outbound

This paper cites pAI/MSc: ML Theory Research with Humans on the Loop.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development pAI/MSc: ML Theory Research with Humans on the Loop

Reference 19

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source=pdf_text observed=2026-08-01T08:01:09.148545Z digest=sha256:6e8f0f646888a5ee2da98cf06b103569348d364018760d13af6ea9790ba14ad2

Observation f9182976-12f6-4207-97fd-d1bb54487381 · outbound

This paper cites Human-in-the-loop machine learning: a state of the art.Artificial Intelligence Review, 56(4):3005– 3054, 2023.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development Human-in-the-loop machine learning: a state of the art.Artificial Intelligence Review, 56(4):3005– 3054, 2023

Reference 20

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source=pdf_text observed=2026-08-01T08:01:09.255871Z digest=sha256:e68e8e08337612840f4cae5f51bc1e68c54c9953e52fa3364031a0e94586e512

Observation 313d7a0c-b4f7-4861-97aa-b54b15a84006 · outbound

This paper cites Human-in-the-loop software development agents.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development Human-in-the-loop software development agents

Reference 21

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source=pdf_text observed=2026-08-01T08:01:09.294514Z digest=sha256:5b1e5b82d71d4f209c6c09b44f3b0aecd5553155da1691a67d09175d9f1f9327

Observation ea1374b4-3396-4466-b8b8-479dc2427191 · outbound

This paper cites Artifacts in the A&A meta-model for multi-agent systems.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development Artifacts in the A&A meta-model for multi-agent systems

Reference 22

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source=pdf_text observed=2026-08-01T08:01:09.361239Z digest=sha256:0cd677bdf485126669c4772e99a07b74b0d4c4cf63e8302f11f3dd58fea6fbee

Observation c92fa2af-201b-4fd1-9025-d4702a670ccb · outbound

This paper cites Tenenbaum, and Igor Mordatch.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development Tenenbaum, and Igor Mordatch

Reference 23

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Observation e7fbcd3e-2ffe-48bc-90fe-051b87203c5c · outbound

This paper cites US Monopoly candy market.

pAI-Econ-claude: A Gated Human-in-the-Loop Multi-Agent Architecture for AI-Assisted Economic Theory Development US Monopoly candy market

Reference 24

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source=pdf_text observed=2026-08-01T08:01:09.500783Z digest=sha256:deebac5a2901e0b2b799f6f5d95ba590faf8c7eed108eb3f197e316917bb1d4e

Pith citing papers

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