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Paper Citation Record · LEDGER

A Mathematical Framework for AI-Human Integration in Work

As of 19 August 2026, this Paper Citation Record lists 74 of 74 outbound references and 3 inbound Pith citation observations for arXiv:2505.23432.

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

pith.paper-citation-record.v1
2505.23432 v2

Coverage vector

measured 74 of 74 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:55:10.034588Z

measured 77 of 77 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 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T07:38:08.189825Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-30T14:34:45.636923Z

Reference resolution

74 of 74 outbound references displayed

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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 72f04d8a-c00d-4806-aef5-2e1b03a7e7e8 · outbound

This paper cites an unresolved cited work.

A Mathematical Framework for AI-Human Integration in Work Unresolved cited work

Reference 1

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Observation 0c7945c6-f8ac-4a60-8d56-404ba19a3e60 · outbound

This paper cites Phi-4 Technical Report.

A Mathematical Framework for AI-Human Integration in Work Phi-4 Technical Report

Reference 2

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Observation 7c182c08-e4c9-466d-a66b-fe4583b81c6b · outbound

This paper cites The simple macroeconomics of ai.Economic Policy, 40(121):13–58, 2025.

A Mathematical Framework for AI-Human Integration in Work The simple macroeconomics of ai.Economic Policy, 40(121):13–58, 2025

Reference 3

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Observation 9cab60fb-0686-4d15-b194-d980293be05f · outbound

This paper cites Skills, tasks and technologies: Implications for employment and earnings.

A Mathematical Framework for AI-Human Integration in Work Skills, tasks and technologies: Implications for employment and earnings

Reference 4

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Source-reported events for the cited work

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Observation b4ffbfac-e2db-44ac-ae92-6d32e46eb192 · outbound

This paper cites https://www.imf.org/en/Publications/fandd/ issues/2023/12/Rebalancing-AI-Acemoglu-Johnson, Dec 2023.

A Mathematical Framework for AI-Human Integration in Work https://www.imf.org/en/Publications/fandd/ issues/2023/12/Rebalancing-AI-Acemoglu-Johnson, Dec 2023

Reference 5

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Observation a06aec83-3569-4200-a525-31a61003ced9 · outbound

This paper cites Combining human expertise with artificial intelligence: Experimental evidence from radiology.SSRN Electronic Journal, 2023.

A Mathematical Framework for AI-Human Integration in Work Combining human expertise with artificial intelligence: Experimental evidence from radiology.SSRN Electronic Journal, 2023

Reference 6

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Observation 62d7a6de-6774-4ed0-85f9-de9c902d2d02 · outbound

This paper cites Algorithmic recommendations and human discretion.SSRN Electronic Journal, 2023.

A Mathematical Framework for AI-Human Integration in Work Algorithmic recommendations and human discretion.SSRN Electronic Journal, 2023

Reference 7

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Observation 51a0bdb2-e651-42d6-9cbb-6ddf27dbae4c · outbound

This paper cites AI to hit 40% of jobs and worsen inequality, IMF says.

A Mathematical Framework for AI-Human Integration in Work AI to hit 40% of jobs and worsen inequality, IMF says

Reference 8

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Observation 3e7f7bb2-fae2-4bb2-919c-9eceba909009 · outbound

This paper cites Claude: An AI assistant by Anthropic.

A Mathematical Framework for AI-Human Integration in Work Claude: An AI assistant by Anthropic

Reference 9

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Observation 94f0fa06-ac0d-4885-82e5-4040e5e8173c · outbound

This paper cites A Theory for Emergence of Complex Skills in Language Models.

A Mathematical Framework for AI-Human Integration in Work A Theory for Emergence of Complex Skills in Language Models

Reference 10

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Source-reported events for the cited work

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Observation d47aa1eb-73ff-4a5f-8a67-b8d60d4ba140 · outbound

This paper cites Applying AI to Rebuild Middle Class Jobs.

A Mathematical Framework for AI-Human Integration in Work Applying AI to Rebuild Middle Class Jobs

Reference 11

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Source-reported events for the cited work

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Observation 088eeccc-7b60-4038-8b5c-1fce161abc3d · outbound

This paper cites Beyond the imitation game: Quantifying and extrapolating the capabilities of language models.Transactions on Machine Learning Research, 2023.

A Mathematical Framework for AI-Human Integration in Work Beyond the imitation game: Quantifying and extrapolating the capabilities of language models.Transactions on Machine Learning Research, 2023

Reference 12

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Observation 969a99e0-e721-4896-8290-666b5870a203 · outbound

This paper cites On the dangers of stochastic parrots: Can language models be too big? InProceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency, pages 610–623.

A Mathematical Framework for AI-Human Integration in Work On the dangers of stochastic parrots: Can language models be too big? InProceedings of the 2021 ACM Conference on Fairness, Accountability, and Transparency, pages 610–623

Reference 13

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Observation ab42d3e1-d54e-4963-b088-3c07c18167f4 · outbound

This paper cites Limitations of AI in understanding human emotions.Cognitive Computation, 14(2):235–245, 2022.

A Mathematical Framework for AI-Human Integration in Work Limitations of AI in understanding human emotions.Cognitive Computation, 14(2):235–245, 2022

Reference 14

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Observation ea08e781-fd86-4969-a490-15f357f9b4b4 · outbound

This paper cites The hidden costs of AI: How generative models are reshaping corporate budgets, 2024.

A Mathematical Framework for AI-Human Integration in Work The hidden costs of AI: How generative models are reshaping corporate budgets, 2024

Reference 15

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Observation ec7c388f-febd-41d1-aab7-fa85a826f4af · outbound

This paper cites Generative AI at work.SSRN Electronic Journal, 2023.

A Mathematical Framework for AI-Human Integration in Work Generative AI at work.SSRN Electronic Journal, 2023

Reference 16

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Observation 36c8df84-e40d-49b6-b936-130a871ba1ab · outbound

This paper cites Sparks of Artificial General Intelligence: Early experiments with GPT-4.

A Mathematical Framework for AI-Human Integration in Work Sparks of Artificial General Intelligence: Early experiments with GPT-4

Reference 17

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Source-reported events for the cited work

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Observation 51362a86-a0bc-4223-82cf-5d3f926cea2b · outbound

This paper cites Improving human-ai collaboration with descriptions of AI behavior.Proceedings of the ACM on Human-Computer Interaction, 7(CSCW1):1–21, 2023.

A Mathematical Framework for AI-Human Integration in Work Improving human-ai collaboration with descriptions of AI behavior.Proceedings of the ACM on Human-Computer Interaction, 7(CSCW1):1–21, 2023

Reference 18

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Observation c0a53ddd-dfde-4931-b12a-3d3ea5217647 · outbound

This paper cites Panton, Carlo Pizzinelli, Emma Rockall, and Marina M.

A Mathematical Framework for AI-Human Integration in Work Panton, Carlo Pizzinelli, Emma Rockall, and Marina M

Reference 19

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Observation 46001e76-0f4c-4ef1-b10e-61877e59bbde · outbound

This paper cites Elisa Celis, Anay Mehrotra, and Nisheeth K.

A Mathematical Framework for AI-Human Integration in Work Elisa Celis, Anay Mehrotra, and Nisheeth K

Reference 20

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A Mathematical Framework for AI-Human Integration in Work Unresolved cited work

Reference 21

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Observation ecb8913b-6a05-41a9-93d0-637d479368c8 · outbound

This paper cites AI could replace equivalent of 300 million jobs - report.

A Mathematical Framework for AI-Human Integration in Work AI could replace equivalent of 300 million jobs - report

Reference 22

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Observation f1b9fed8-1e47-4003-9cba-0e1d51fdf844 · outbound

This paper cites Gemini: A family of multimodal models, 2023.

A Mathematical Framework for AI-Human Integration in Work Gemini: A family of multimodal models, 2023

Reference 23

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Observation 80e7d7a2-eaa5-46d1-a3ec-77494ff0b54c · outbound

This paper cites Can AI language models replace human participants?Trends in Cognitive Sciences, 2023.

A Mathematical Framework for AI-Human Integration in Work Can AI language models replace human participants?Trends in Cognitive Sciences, 2023

Reference 24

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Observation 458c259a-c2e0-4b22-befa-046875593fc8 · outbound

This paper cites GPTs are GPTs: An Early Look at the Labor Market Impact Potential of Large Language Models.

A Mathematical Framework for AI-Human Integration in Work GPTs are GPTs: An Early Look at the Labor Market Impact Potential of Large Language Models

Reference 25

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Observation 3c3018e6-806a-4ce8-aca4-58722ff5d95c · outbound

This paper cites Felten, Manav Raj, and Robert C.

A Mathematical Framework for AI-Human Integration in Work Felten, Manav Raj, and Robert C

Reference 26

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Source-reported events for the cited work

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Observation 16a17f56-6716-4bd8-903d-1ab6752af1b0 · outbound

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A Mathematical Framework for AI-Human Integration in Work Unresolved cited work

Reference 27

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Observation eb4d591c-d67e-4f31-802f-05aec2d869f0 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

A Mathematical Framework for AI-Human Integration in Work DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 28

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Source-reported events for the cited work

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Observation 249ee843-64b0-4394-a58c-1e4db1ace7ab · outbound

This paper cites AI language models cannot replace human research participants.Ai & Society, pages 1–3, 2023.

A Mathematical Framework for AI-Human Integration in Work AI language models cannot replace human research participants.Ai & Society, pages 1–3, 2023

Reference 29

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Source-reported events for the cited work

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Observation ceef69ad-5d1e-4ea2-be99-666592ba7b1e · outbound

This paper cites FlagEvalMM: A flexible framework for comprehensive multimodal model evaluation, 2024.

A Mathematical Framework for AI-Human Integration in Work FlagEvalMM: A flexible framework for comprehensive multimodal model evaluation, 2024

Reference 30

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Source-reported events for the cited work

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Observation bc93ebe3-25f8-49da-94dc-8fc91f447679 · outbound

This paper cites Measuring massive multitask language understanding.

A Mathematical Framework for AI-Human Integration in Work Measuring massive multitask language understanding

Reference 31

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 8008ebde-2f62-4cd1-be11-305d225f3132 · outbound

This paper cites Human-machine symbiosis: A multivariate perspective for physically coupled human-machine systems.International Journal of Human- Computer Studies, 170:102926, 2023.

A Mathematical Framework for AI-Human Integration in Work Human-machine symbiosis: A multivariate perspective for physically coupled human-machine systems.International Journal of Human- Computer Studies, 170:102926, 2023

Reference 32

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

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Observation f79a4fe6-7f55-4edc-83dc-5f7f6628c3ca · outbound

This paper cites Motivation through the design of work: Test of a theory.Organiza- tional Behavior and Human Performance, 16:250–279, 1976.

A Mathematical Framework for AI-Human Integration in Work Motivation through the design of work: Test of a theory.Organiza- tional Behavior and Human Performance, 16:250–279, 1976

Reference 33

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

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Observation 3458a230-d170-443c-bbaa-40496d623269 · outbound

This paper cites an unresolved cited work.

A Mathematical Framework for AI-Human Integration in Work Unresolved cited work

Reference 34

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raw_fallback, observed 2026-08-07T12:55:16.764002Z

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.

source=pdf_text observed=2026-08-07T12:55:06.186396Z digest=sha256:c4dd5f045965e06ecb5c14716baf5a60398b88b3b6cbde5a325e87c6b11ab8e8

Observation 6ba832e3-f47c-4775-8fc2-c2182d45a231 · outbound

This paper cites Farrar, Straus and Giroux, New York, 2011.

A Mathematical Framework for AI-Human Integration in Work Farrar, Straus and Giroux, New York, 2011

Reference 35

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no resolver link, observed 2026-08-07T12:55:06.268688Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:55:06.268688Z digest=sha256:cbf55da5d29dc6f3b2daa02f2d9a05c4e7d9ef1fd7924bb48098af680778795b

Observation e4a8c5ef-1b48-4f07-b9d2-859e2b60e5f7 · outbound

This paper cites Kleinberg and Manish Raghavan.

A Mathematical Framework for AI-Human Integration in Work Kleinberg and Manish Raghavan

Reference 36

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verified fuzzy
raw_fallback, observed 2026-08-07T12:55:16.607173Z

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.

source=pdf_text observed=2026-08-07T12:55:06.336529Z digest=sha256:e6b2172d0ada5cddde0a2de1243f7e7076ff2d92fa3b1a692daa6090d7ecc33b

Observation ec449346-39f0-431a-8ca4-1d534f3fd761 · outbound

This paper cites Evaluating the cost of generative AI for effective implementation in your organization, 2024.

A Mathematical Framework for AI-Human Integration in Work Evaluating the cost of generative AI for effective implementation in your organization, 2024

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:16.419935Z

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.

source=pdf_text observed=2026-08-07T12:55:06.423291Z digest=sha256:ee613c258bd1879ea3ef03400d44d65b790a967121f09eaa6375ee9b9b72b29c

Observation 7198a592-ea8e-4ecc-b976-824a722e5024 · outbound

This paper cites Which U.S.

A Mathematical Framework for AI-Human Integration in Work Which U.S

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:16.207049Z

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.

source=pdf_text observed=2026-08-07T12:55:06.498694Z digest=sha256:55f6daca24273db4c6a38b083c55220e2190c9db108a1f4aae4fd46fb155f946

Observation 8a6cf811-87b5-48c8-ba6d-e808cec32798 · outbound

This paper cites Concentration in unbounded metric spaces and algorithmic stability.

A Mathematical Framework for AI-Human Integration in Work Concentration in unbounded metric spaces and algorithmic stability

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:16.045875Z

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.

source=pdf_text observed=2026-08-07T12:55:06.580800Z digest=sha256:984a7e615d42c8a70c20bed36fdfd744782a85a652cd49e7517f902e57db5a3a

Observation 01cbb395-1be6-4364-8b5a-97f9c468c230 · outbound

This paper cites What is a key performance indicator (KPI)? https://www.kpi.org/kpi-basics/, 2024.

A Mathematical Framework for AI-Human Integration in Work What is a key performance indicator (KPI)? https://www.kpi.org/kpi-basics/, 2024

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:15.889172Z

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.

source=pdf_text observed=2026-08-07T12:55:06.728669Z digest=sha256:29c89a1c835a94b79744f4681172963a8706bea0e4b353d6bd5530e2e7a6cb02

Observation 0b50fa54-3d5d-4b56-9c13-6cab63639851 · outbound

This paper cites Licklider.Man-Computer Symbiosis, volume HFE-1.

A Mathematical Framework for AI-Human Integration in Work Licklider.Man-Computer Symbiosis, volume HFE-1

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:15.704923Z

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.

source=pdf_text observed=2026-08-07T12:55:06.904539Z digest=sha256:9229fd9c5dead719fa51f5efc100de43624e7c324186a1842281350afcb8609a

Observation 315e7b04-b297-46ec-9746-94ddb9e17382 · outbound

This paper cites Increased productivity and reduced waste with robotic process automation and generative AI-powered ioe services.Journal of Web Engineering, 23(1):53–87, 2024.

A Mathematical Framework for AI-Human Integration in Work Increased productivity and reduced waste with robotic process automation and generative AI-powered ioe services.Journal of Web Engineering, 23(1):53–87, 2024

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:15.552867Z

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.

source=pdf_text observed=2026-08-07T12:55:07.064596Z digest=sha256:314973e3dbc28cf7f99ab803cd9ae80ffaac54ea87d8fc8f198545748db26528

Observation a24abd51-6e9b-4207-9df3-84f86cc446d7 · outbound

This paper cites Ivanova, Idan Asher Blank, Nancy Kanwisher, Joshua B.

A Mathematical Framework for AI-Human Integration in Work Ivanova, Idan Asher Blank, Nancy Kanwisher, Joshua B

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:15.427581Z

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.

source=pdf_text observed=2026-08-07T12:55:07.220946Z digest=sha256:6217c372821ef861039b4ed1feedbe3e57ff487d27e696bc3788c6b9624629c2

Observation 50cceca0-faa9-4957-ae87-0bafda745096 · outbound

This paper cites AI at work: Here now comes the hard part, 2023.

A Mathematical Framework for AI-Human Integration in Work AI at work: Here now comes the hard part, 2023

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:15.268980Z

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.

source=pdf_text observed=2026-08-07T12:55:07.341417Z digest=sha256:3f639ed33b2e5a958e3079c1054056bed6861ed0795ace23755b4ee88107a422

Observation d1fb6ed7-e31e-4574-a649-42a92a768f73 · outbound

This paper cites Adding error bars to evals: A statistical approach to language model evaluations.

A Mathematical Framework for AI-Human Integration in Work Adding error bars to evals: A statistical approach to language model evaluations

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:15.062353Z

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.

source=pdf_text observed=2026-08-07T12:55:07.446701Z digest=sha256:5f09611552c949ed4bfdceaa5922fb25d762bd179ef4fa5a4cb734d72b0c572e

Observation b6940f3f-614b-4f18-b7fe-40f54581dc09 · outbound

This paper cites Naveh, Y.

A Mathematical Framework for AI-Human Integration in Work Naveh, Y

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:14.910418Z

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.

source=pdf_text observed=2026-08-07T12:55:07.573926Z digest=sha256:9d582cf296a4defc3a2035c24b2a720b30cacf47f2f7cb6b77a1e99c8c89bed9

Observation 54e60920-396a-444a-94b9-402fecfc11b4 · outbound

This paper cites Experimental evidence on the productivity effects of generative artificial intelligence.Science, 381:187 – 192, 2023.

A Mathematical Framework for AI-Human Integration in Work Experimental evidence on the productivity effects of generative artificial intelligence.Science, 381:187 – 192, 2023

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:14.764637Z

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.

source=pdf_text observed=2026-08-07T12:55:07.685980Z digest=sha256:e43058dd22987759a0834cd51e283233705eb43d652ca2628051911650e02d29

Observation cac40c24-6c92-406a-85d2-901014e6ce2a · outbound

This paper cites Compositional Abilities Emerge Multiplicatively: Exploring Diffusion Models on a Synthetic Task.

A Mathematical Framework for AI-Human Integration in Work Compositional Abilities Emerge Multiplicatively: Exploring Diffusion Models on a Synthetic Task

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-07T12:55:07.816395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:55:07.816395Z digest=sha256:2ffaa2cedaca4e7be83d96cdb3f3b37ef5a362b35aac16c289031931c4fdc8df

Observation 0292e3e8-f16b-4c41-abbb-58ff38d12e40 · outbound

This paper cites GPT-4 technical report.

A Mathematical Framework for AI-Human Integration in Work GPT-4 technical report

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:14.589633Z

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.

source=pdf_text observed=2026-08-07T12:55:07.990185Z digest=sha256:e89e5095264250aaa5aa504ff430841f12be1a6a9d0a69ae52d641db5d8a4184

Observation ae237935-28d4-4a58-ba5f-1f0094c75b2d · outbound

This paper cites Learning to reason with LLMs.

A Mathematical Framework for AI-Human Integration in Work Learning to reason with LLMs

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-07T12:55:08.112814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:55:08.112814Z digest=sha256:19cb2608c9d7561930d7e3730ef3f01b994d841e3443843d0b5eb3a4747aab00

Observation a6519675-bcde-41f3-845c-7a7dfea4329c · outbound

This paper cites Clarke, Sol` ene Delecourt, David Holtz, and Rembrand Koning.

A Mathematical Framework for AI-Human Integration in Work Clarke, Sol` ene Delecourt, David Holtz, and Rembrand Koning

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:14.419391Z

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.

source=pdf_text observed=2026-08-07T12:55:08.202778Z digest=sha256:59c5b19834d1896a0b4253b4488e377cfbb4f23b390e211369e8e5505daefcda

Observation b9851b50-e86f-477b-b60e-2b4531a63104 · outbound

This paper cites AI will reshape the global labor force.

A Mathematical Framework for AI-Human Integration in Work AI will reshape the global labor force

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:14.125470Z

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.

source=pdf_text observed=2026-08-07T12:55:08.276767Z digest=sha256:ddfbde4d303d0b47fcd236b5e684a645934b78da84a70b47872b7992228d569f

Observation 27343fee-809a-46ba-886d-41730871edb4 · outbound

This paper cites Does GPT Really Get It? A Hierarchical Scale to Quantify Human vs AI's Understanding of Algorithms.

A Mathematical Framework for AI-Human Integration in Work Does GPT Really Get It? A Hierarchical Scale to Quantify Human vs AI's Understanding of Algorithms

Reference 53

Resolution
verified exact
local_arxiv, observed 2026-08-07T12:55:10.205411Z

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.

source=pdf_text observed=2026-08-07T12:55:08.356435Z digest=sha256:c12a11da8389f5415af7ed9d07b51b7c06839cc7f2121a148046b5dde416be8e

Observation b2db2b39-9043-4707-b6d6-2c56333900ed · outbound

This paper cites Noise: A flaw in human judgment.Vikalpa, 48:163 – 165, 2023.

A Mathematical Framework for AI-Human Integration in Work Noise: A flaw in human judgment.Vikalpa, 48:163 – 165, 2023

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:13.922211Z

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.

source=pdf_text observed=2026-08-07T12:55:08.448275Z digest=sha256:3355c9765933ce1921ca89cfcab3dfdc5ca4358f0debd7ab092408d8e982fa64

Observation 2ed5de1a-d508-4f08-b75d-4684639745d0 · outbound

This paper cites AI for business study: The combined power of AI and generative AI.https://www.tcs.com/insights/blogs/ai-business-study, 2024.

A Mathematical Framework for AI-Human Integration in Work AI for business study: The combined power of AI and generative AI.https://www.tcs.com/insights/blogs/ai-business-study, 2024

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:13.694278Z

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.

source=pdf_text observed=2026-08-07T12:55:08.536769Z digest=sha256:8625fd9ff72ac6eaabd340c8d5aab4fd39413c5031fcbcc8252fa14995e362b5

Observation 6937834d-6487-40c1-b62a-989180838878 · outbound

This paper cites Benefits or concerns of AI: A multistakeholder responsibility.Futures, page 103328, 2024.

A Mathematical Framework for AI-Human Integration in Work Benefits or concerns of AI: A multistakeholder responsibility.Futures, page 103328, 2024

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:13.508915Z

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.

source=pdf_text observed=2026-08-07T12:55:08.593380Z digest=sha256:3d6c191944784064fb7544458862466f82d2c134f961b381c7e4831dde432dfa

Observation e8f8e3e9-df02-40ae-bb1d-b1a0cb07125e · outbound

This paper cites These are the jobs most likely to be lost – and created – because of AI.

A Mathematical Framework for AI-Human Integration in Work These are the jobs most likely to be lost – and created – because of AI

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:13.332000Z

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.

source=pdf_text observed=2026-08-07T12:55:08.670466Z digest=sha256:80af2db6a962de6b4611d4f9157b7c9d32634ea6d1dcf075c97bf864bf3b4319

Observation e33a532a-43ce-4b70-8dc5-e975307c3f5f · outbound

This paper cites Sinclair and Institute for Employment Studies.Workforce Planning: A Literature Review.

A Mathematical Framework for AI-Human Integration in Work Sinclair and Institute for Employment Studies.Workforce Planning: A Literature Review

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:13.089160Z

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.

source=pdf_text observed=2026-08-07T12:55:08.733510Z digest=sha256:798e73588a13d0d91b3cb68e5f8e61d5366e52020e9641f47b62231ba90b6ca8

Observation d0937169-beba-446a-b5f7-38dbf42c43ef · outbound

This paper cites How generative AI can boost highly skilled workers’ productivity, 2023.

A Mathematical Framework for AI-Human Integration in Work How generative AI can boost highly skilled workers’ productivity, 2023

Reference 59

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:12.896155Z

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.

source=pdf_text observed=2026-08-07T12:55:08.796219Z digest=sha256:5fe2fd8753b5bf4f6d70919400f34a42ca361e6c5ec363237456c40043eb872b

Observation feaccd22-fc9c-4ec1-ad2e-ccddf1d2bf20 · outbound

This paper cites Large language models could change the future of behavioral healthcare: a proposal for responsible development and evaluation.npj Mental Health Research, 3(1):12, 2024.

A Mathematical Framework for AI-Human Integration in Work Large language models could change the future of behavioral healthcare: a proposal for responsible development and evaluation.npj Mental Health Research, 3(1):12, 2024

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:12.725717Z

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.

source=pdf_text observed=2026-08-07T12:55:08.935273Z digest=sha256:e9ea249f6e200aefbe47ed433603448a078b22b87648ad7855b352c0072de49e

Observation cb055abe-3682-4c27-ad91-dd81a57d5e59 · outbound

This paper cites Department of Labor, Employment and Training Administration.O*NET Online.

A Mathematical Framework for AI-Human Integration in Work Department of Labor, Employment and Training Administration.O*NET Online

Reference 61

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:12.511538Z

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.

source=pdf_text observed=2026-08-07T12:55:08.998151Z digest=sha256:8ec86da7572cd29d3a962406e426f02f65ff2f87f5b25621dd0c2742b2ee1154

Observation 081a02bd-d2d1-4849-a0f5-118e9ccea196 · outbound

This paper cites an unresolved cited work.

A Mathematical Framework for AI-Human Integration in Work Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:55:12.337588Z

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.

source=pdf_text observed=2026-08-07T12:55:09.086194Z digest=sha256:601f9db0f0510f6b87796bfc09f3c088d6d35d1d8e2d5695a49e77cb7312c3f9

Observation 4d3af239-3c9f-49cb-b51d-66f126d61488 · outbound

This paper cites an unresolved cited work.

A Mathematical Framework for AI-Human Integration in Work Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-07T12:55:12.180261Z

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.

source=pdf_text observed=2026-08-07T12:55:09.161388Z digest=sha256:ba89aff16b9140ae540e8d71030bccbbe4308b67791be885296c77006d4995c8

Observation 4cf289e3-1b1d-427c-96b6-25a517f72456 · outbound

This paper cites Cambridge Series in Statistical and Probabilistic Mathematics.

A Mathematical Framework for AI-Human Integration in Work Cambridge Series in Statistical and Probabilistic Mathematics

Reference 64

Resolution
unresolved
no resolver link, observed 2026-08-07T12:55:09.253831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:55:09.253831Z digest=sha256:a9af58574173acfcbd98421ba507bcd2b93d7f5d7506b11510fa651df89267eb

Observation bb8b1a16-4f46-45d8-9124-9c1c053552c0 · outbound

This paper cites Everything wrong with DORA metrics.

A Mathematical Framework for AI-Human Integration in Work Everything wrong with DORA metrics

Reference 65

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:11.985265Z

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.

source=pdf_text observed=2026-08-07T12:55:09.317976Z digest=sha256:d53f1384d6254e574fdbe58b60b05b4e6ec1a01a794352f760caf5cb54f32778

Observation 90393a9d-73ff-470c-894d-7cc97ec7334d · outbound

This paper cites MMLU-Pro: A more robust and challenging multi-task language understanding benchmark.

A Mathematical Framework for AI-Human Integration in Work MMLU-Pro: A more robust and challenging multi-task language understanding benchmark

Reference 66

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:11.720314Z

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.

source=pdf_text observed=2026-08-07T12:55:09.428073Z digest=sha256:0dcdc947af95728d2687b9700b6aaeba1e1c4d99b3ef469e969ba5f39fbb91b5

Observation a5327073-d66a-41a4-8c1c-5c54f5fbc867 · outbound

This paper cites Livebench: A challenging, contamination- free LLM benchmark.

A Mathematical Framework for AI-Human Integration in Work Livebench: A challenging, contamination- free LLM benchmark

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:11.459126Z

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.

source=pdf_text observed=2026-08-07T12:55:09.499713Z digest=sha256:9b7c70fb122af0cd8788012dfd917c3eb3904267b373743e6c5e798040b42633

Observation a3bee873-0b0e-4386-9da1-b7158ef2b6ab · outbound

This paper cites Openai upgrades its smartest AI model with improved reasoning skills.

A Mathematical Framework for AI-Human Integration in Work Openai upgrades its smartest AI model with improved reasoning skills

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:11.331902Z

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.

source=pdf_text observed=2026-08-07T12:55:09.603068Z digest=sha256:a635120bc253b1676700cb85732569379d9bd3d22622bcc3c227d27373568a2b

Observation fffb90e0-b12c-47ab-9e55-1592feff5d14 · outbound

This paper cites SKILL-MIX: a flexible and expandable family of evaluations for AI models.

A Mathematical Framework for AI-Human Integration in Work SKILL-MIX: a flexible and expandable family of evaluations for AI models

Reference 69

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:11.172654Z

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.

source=pdf_text observed=2026-08-07T12:55:09.690336Z digest=sha256:080282d5705206bee7a325ed3fc9df28ebfbe80858c0760ad50e06137d619735

Observation 15445f3b-d053-4f0c-b573-bf0cf93a0f13 · outbound

This paper cites Theorem B.1(Extension of Theorem 3.2 to general noise models).Fix the job instance, action-level ability µ2, and noise levels σ1, σ2.

A Mathematical Framework for AI-Human Integration in Work Theorem B.1(Extension of Theorem 3.2 to general noise models).Fix the job instance, action-level ability µ2, and noise levels σ1, σ2

Reference 70

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:11.030718Z

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.

source=pdf_text observed=2026-08-07T12:55:09.776460Z digest=sha256:8d772630aadb9c3eeb7a5b59a646be787e0d7679440a922ef6a89f2ba2433a59

Observation 5b54ee44-c861-4ea8-8e94-3c80b99ef464 · outbound

This paper cites B.4 Proof of Corollary 3.4 and extension to distinct ability profiles Similar to Section B.1, we extend Theorem 3.3 to handle a general noise model ε(s).

A Mathematical Framework for AI-Human Integration in Work B.4 Proof of Corollary 3.4 and extension to distinct ability profiles Similar to Section B.1, we extend Theorem 3.3 to handle a general noise model ε(s)

Reference 71

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:10.882245Z

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.

source=pdf_text observed=2026-08-07T12:55:09.833443Z digest=sha256:a79a149e7d8de00428483fd220f71f0dc7b79d2ad8a3f40a41c7f3d605c8cb07

Observation c8e0c4b1-6f60-42e9-8f40-ad54260fbae8 · outbound

This paper cites If the merging ofW 2 andW AI utilizesW 2’s action-level abilities, we haveP 2 =P ′ 2 and hence, PC =P 2 −P 1 +P ′ 1 −P ′ 2 =P ′ 1 −P 1 ≥1−2θ.

A Mathematical Framework for AI-Human Integration in Work If the merging ofW 2 andW AI utilizesW 2’s action-level abilities, we haveP 2 =P ′ 2 and hence, PC =P 2 −P 1 +P ′ 1 −P ′ 2 =P ′ 1 −P 1 ≥1−2θ

Reference 72

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:10.734925Z

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.

source=pdf_text observed=2026-08-07T12:55:09.891497Z digest=sha256:3e4e56b2b5ca80303b10f692c9d858cd4e1b7b517187713ea1629a0542403b63

Observation b1eef7b9-12bb-4e61-b437-6354f6bb97a4 · outbound

This paper cites Computer Programmers.

A Mathematical Framework for AI-Human Integration in Work Computer Programmers

Reference 73

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:10.619007Z

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.

source=pdf_text observed=2026-08-07T12:55:09.962583Z digest=sha256:a13e2fabbb55ab9d6c787eae515ff4285a90a7255adbff2b631451bbaee2dbd4

Observation 47315956-6faa-44a9-a206-d28f8965f13b · outbound

This paper cites Computer Programmers.

A Mathematical Framework for AI-Human Integration in Work Computer Programmers

Reference 74

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T12:55:10.501819Z

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.

source=pdf_text observed=2026-08-07T12:55:10.034588Z digest=sha256:7d71618b52c8a4df34e0fedb289a9ce2bc4b4a04229236f91901abdf19f9c78b

Pith citing papers

Observation 57cbed8f-bc83-46f3-9130-4bc6077b9cb7 · inbound

Hope, Signals, and Silicon: A Game-Theoretic Model of the Pre-Doctoral Academic Labor Market in the Age of AI cites this paper.

Hope, Signals, and Silicon: A Game-Theoretic Model of the Pre-Doctoral Academic Labor Market in the Age of AI A Mathematical Framework for AI-Human Integration in Work

Reference 21

Resolution
unresolved
no resolver link, observed 2026-08-04T07:38:08.189825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T07:38:08.189825Z digest=sha256:5d42d3c8fd57073ac2b429b1de68e783841a3fa75a6d3a42c91fb54f815bf497

Observation e2e0e2b0-c383-4e58-a8da-7e9478540de4 · inbound

Delegation and Verification Under AI cites this paper.

Delegation and Verification Under AI A Mathematical Framework for AI-Human Integration in Work

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-02T19:19:30.241557Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:19:30.241557Z digest=sha256:61356914d7d4111f57005cda9a110a00436ae8bb498144596330f86110a587ef

Observation e40dc3fb-1773-45b6-bc8d-185d35e83870 · inbound

Augment Engineering: A Methodology for Multi-Tool AI Orchestration Across Professional Domains cites this paper.

Augment Engineering: A Methodology for Multi-Tool AI Orchestration Across Professional Domains A Mathematical Framework for AI-Human Integration in Work

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-06-30T14:34:45.638219Z

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.

source=pdf_text observed=2026-06-30T14:28:23.013420Z digest=sha256:261f1bc831eff0c9ce7a27c1187a07eaf6bbeddce9bee1b9686ed41b4627a9c2