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Paper Citation Record · LEDGER

A Mathematical Framework for AI-Human Integration in Work

As of 10 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 2026-08-10T06:31:04.303077+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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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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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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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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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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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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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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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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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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:06.186396Z digest=sha256:c4df2403e942a1eab0cb204b5e77d55bf513cb1fa447079214c7e145a3d4be43

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:e11cf2dd9785c3a9a676d11ac989d2303024ca5ce050fc5a95d786b853bf7506

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:06.336529Z digest=sha256:a1eaa3f7e7acb96de1dec695b993df59a6dc74e367a4d9c67c12c6b6f7b8f465

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:06.423291Z digest=sha256:3703bcae577fa326afe30f0106a7350aeb2203c7d574ce725b42bd08f6242959

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:06.498694Z digest=sha256:9fe3b1c0c366543920c21f4bdba3ea7a95a9d43236411626cc7a5b5982ab5088

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:06.580800Z digest=sha256:16fed507ef16b819d63763b9822d1975b01cddc3660dba7172583a399750bb0e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:06.728669Z digest=sha256:036185bb975d007ee2cbe82fca01a102a08a181d7b8be98d922650274edc760b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:06.904539Z digest=sha256:f4ceecaa864fce60bab0b9c8ac7517b2106df722067bf277c24c7188dc8867a0

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:07.064596Z digest=sha256:7485e826aa249f7f3c869a04b16a084ecc9b4567d6dc65341d46bb336bedf780

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:07.220946Z digest=sha256:e5fff6f0111fca0a0b5e29de0e8e8f612abbc885490ad2ce6a69e794db04e6ad

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:07.341417Z digest=sha256:51df3db304dc38c9666b586cc64d94cf860b12153e7a040057cf47f0d4a3e21c

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:07.446701Z digest=sha256:ac82b2ef94039713ef3e6da1e38b1b760b7bd8bca70501dbef9096cc49632785

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:07.573926Z digest=sha256:1c030dafeb444b9e5aab6b3d323754f6f2c7240b57b4eba2c806479ef963ebdc

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:07.685980Z digest=sha256:644a7bd49ac751134eb9a105717b0832603affae03e8805ea3de6f8bc3ad01d2

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=sha256:7fc0adc51b6427614abe453d25127234b63080b65481d57e57c3cfe1b811bbc3

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:07.990185Z digest=sha256:2f59480efaf3253ead2365f08be596268e5c67ee9ef915c9219173634821a7ca

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=sha256:304bc61079548512a8d0d99deef95fe1617b6500eb7d9430b7c75cc677254c5b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:08.202778Z digest=sha256:bb701d2ec2acf76effe1acb3b317555e597e21f6b0e7ce51279225b80752b8df

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:08.276767Z digest=sha256:99d559871054e3e928ba6b2c5a3ec0d26e10a16860a827ebc652989c0e691cd1

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:08.356435Z digest=sha256:f58ead692a5d3b825c2739ef739ae5a83cab4a3003b06c2a2495914293d1bc87

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:08.448275Z digest=sha256:e387db14dc3ec8f6f46dc0a4b23ec06670ea015f35b2b80edad640332fcd19f5

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:08.536769Z digest=sha256:6e746ab22c9009acbef00a45fb24027ca6d9f1f481d0c9f6dffd0e03b3eca93d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:08.593380Z digest=sha256:312c03fc9de57b80c09fd006f7917098458556205174ba9427aa98762f32b962

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:08.670466Z digest=sha256:6175d7b9ac82bf8d3086a754f4dad4c368de2658630caa0c238c3c9488b31fd8

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:08.733510Z digest=sha256:27b8627cfbddf55ca66566489474b378b809ffa7f94cdf69c0caf05786f938a8

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:08.796219Z digest=sha256:865f9de95a96e27500ecef67be554d6e0ab817f4f792b83228fcbb5f938c6ebf

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:08.935273Z digest=sha256:4d9f2b11db4bcaf73a1308a765fe75bfcbe2a211b0bb95dcd572f10f33f25ea3

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:08.998151Z digest=sha256:09ea4b81c625cee6234ed74ef96a8d67b999954389a29b1d9db0a7cec1f33fad

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:09.086194Z digest=sha256:4c1119f38210cf2d13d36f06a8c37555b710a93286b3cb39d4390f93fe9e036e

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:09.161388Z digest=sha256:4618d672e19087cec831026b7ce2db497d2acca24eb8007c3098652c4cad8ebe

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=sha256:03cac79c5049f13059dfadbb99ae7ba98d44d42aece19a44bbfb80744d2122b2

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:09.317976Z digest=sha256:93eff5cc39993cf45ecb5d799a57f6682647410550099fbe0296d46a7472dbcd

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:09.428073Z digest=sha256:4d30c3ba2b813effeee964baa2a81b5710c445435f64baa29a4e22f896c1e403

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:09.499713Z digest=sha256:6530d15484352e4b964f0817ff9cd9cbd6af3518d6dc71237906b1f8d42ae9d9

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:09.603068Z digest=sha256:349738402a25837e0f938d61686b62489294cb0e12f587105ff09eacfdb271d1

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:09.690336Z digest=sha256:e4bbe62634c76d67c151fe02486e05ddab363702434be35eb54922e423e0c438

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:09.776460Z digest=sha256:475afffd27647567345adf3a04f6adb7d10e274531cc467092da888dbace7044

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:09.833443Z digest=sha256:4efae784f69f1d3600ed37c3d2f55b62b04d83af3211c980fdb77211d9b0c27d

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:09.891497Z digest=sha256:b49fceecbc1137b713d933b68eb37cfe6d6d7c679e780315dca66bb89e3ac52b

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:09.962583Z digest=sha256:5d7a3f59fa8e22ec581f3359116a38e9a7dbb9f64a480a15d19e4d068094e884

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T12:55:10.034588Z digest=sha256:2f44d19961c5b0cd11b17e78c12e9f302919c7c4263c445c1a86b71293e79800

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=sha256:51cba5a8bc5e790cc9556687f4e9f4e660251c7fe2ccbe1025bdf35779b9f9d0

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:bb6d21cb41f237d44e2409bc9bceed17341f3f39a63aa6bc93eca9033fa726db

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 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-06-30T14:28:23.013420Z digest=sha256:85b37a9632de42853e4f5b7723cde883a3a70a2a383b2c937c724e53345aac8a