Paper Citation Record · LEDGER

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence

As of 9 August 2026, this Paper Citation Record lists 26 of 26 outbound references and 0 inbound Pith citation observations for arXiv:2607.28317.

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

pith.paper-citation-record.v1
2607.28317 v1

Coverage vector

measured 26 of 26 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-31T11:29:22.487897Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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

26 of 26 outbound references displayed

verified exact3
verified fuzzy0
unresolved21
parse uncertain0
malformed identifier0
metadata mismatch2

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 7848ef88-44ed-41d5-81d0-2cc656712c48 · outbound

This paper cites Cost-Sensitive Learning to Defer to Multiple Experts with Workload Constraints.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence Cost-Sensitive Learning to Defer to Multiple Experts with Workload Constraints

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.425670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3cc92773-cd07-4792-b83b-d3b3bbf3f63b · outbound

This paper cites Governing What the EU AI Act Excludes: Accountability for Autonomous AI Agents in Smart City Critical Infrastructure.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence Governing What the EU AI Act Excludes: Accountability for Autonomous AI Agents in Smart City Critical Infrastructure

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-07-31T11:31:17.279126Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e95f0247-526e-4b3c-8d35-f63484175629 · outbound

This paper cites In: Dasgupta, S., McAllester, D.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence In: Dasgupta, S., McAllester, D

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.431863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ebe79912-cf32-493d-8ce8-8eec4102d999 · outbound

This paper cites Wiley, 2nd edn.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence Wiley, 2nd edn

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.434231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da2246cf-fc84-483d-8215-26a2d1fd08ed · outbound

This paper cites Lawrence Erlbaum Associates (2000).

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence Lawrence Erlbaum Associates (2000)

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.436867Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4d47cfa-93a7-418e-baa5-43fbea99ef99 · outbound

This paper cites an unresolved cited work.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.439455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9387c3f5-d628-4b4d-80b0-18672987c8f0 · outbound

This paper cites Computer Law & Security Review45, 105681 (2022).

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence Computer Law & Security Review45, 105681 (2022)

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.441967Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 725e6c89-5343-40d3-b6a0-1ac7c27400f8 · outbound

This paper cites AI Control: Improving Safety Despite Intentional Subversion.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence AI Control: Improving Safety Despite Intentional Subversion

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.444200Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 767f537a-0829-4445-9c26-82fc173e384a · outbound

This paper cites IEEE Transactions on Information Theory67(10), 6711–6732 (2021).

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence IEEE Transactions on Information Theory67(10), 6711–6732 (2021)

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.446804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0d9cdfd-29c9-48ea-83f3-8cec1471ac2c · outbound

This paper cites Correlated Multi-armed Bandits with a Latent Random Source.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence Correlated Multi-armed Bandits with a Latent Random Source

Reference 10

Resolution: verified exact; local_arxiv, observed 2026-07-31T11:31:17.070477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8758245b-d374-4091-a70f-f8d5be46adbe · outbound

This paper cites Active Learning on a Budget: Opposite Strategies Suit High and Low Budgets.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence Active Learning on a Budget: Opposite Strategies Suit High and Low Budgets

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.451491Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c64c80b-af71-4396-af7c-64bd4ea87838 · outbound

This paper cites an unresolved cited work.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.454107Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f48aacc1-2e7f-458d-a0ea-06d0b865bd43 · outbound

This paper cites Language Models (Mostly) Know What They Know.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence Language Models (Mostly) Know What They Know

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.456264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 52722869-db25-4e00-b201-7a1add80ed5a · outbound

This paper cites Batch Multi-Fidelity Active Learning with Budget Constraints.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence Batch Multi-Fidelity Active Learning with Budget Constraints

Reference 14

Resolution: metadata mismatch; local_arxiv, observed 2026-07-31T11:31:16.639224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1ffeaa03-542f-4d9d-853f-132ad5ece35f · outbound

This paper cites Teaching Models to Express Their Uncertainty in Words.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence Teaching Models to Express Their Uncertainty in Words

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.461442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e560712-0940-4cbf-8311-3487df0a42da · outbound

This paper cites In: Proceedings of the 37th International Conference on Neural In- formation Processing Systems.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence In: Proceedings of the 37th International Conference on Neural In- formation Processing Systems

Reference 16

Resolution: verified exact; doi, observed 2026-07-31T11:31:16.483932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c010498a-5f6c-456c-8589-d7e706c13b8c · outbound

This paper cites Principled Approaches for Learning to Defer with Multiple Experts.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence Principled Approaches for Learning to Defer with Multiple Experts

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.466409Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2abc5ad-ca9a-4a9b-82d3-7fbadcdbcdda · outbound

This paper cites Consistent Estimators for Learning to Defer to an Expert.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence Consistent Estimators for Learning to Defer to an Expert

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.468876Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 51bcd2b0-3170-4145-b5f9-8a3cad91f931 · outbound

This paper cites A Causal Framework for Evaluating Deferring Systems.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence A Causal Framework for Evaluating Deferring Systems

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-07-31T11:31:16.238959Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1ca1f473-aef8-4b53-a1f4-8b31032af9d3 · outbound

This paper cites In: Proc.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence In: Proc

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.473614Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e4b0f74-8b50-49b1-b90b-1807ef6b6d13 · outbound

This paper cites Just Ask for Calibration: Strategies for Eliciting Calibrated Confidence Scores from Language Models Fine-Tuned with Human Feedback.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence Just Ask for Calibration: Strategies for Eliciting Calibrated Confidence Scores from Language Models Fine-Tuned with Human Feedback

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.475836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a878b02a-3675-4e02-addb-f45bc0cc5f7b · outbound

This paper cites Learning to Defer to Multiple Experts: Consistent Surrogate Losses, Confidence Calibration, and Conformal Ensembles.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence Learning to Defer to Multiple Experts: Consistent Surrogate Losses, Confidence Calibration, and Conformal Ensembles

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.478532Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 239613b3-04cb-4f4f-94a6-f11ed9ffb104 · outbound

This paper cites Econometrica47(3), 641–654 (1979).

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence Econometrica47(3), 641–654 (1979)

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.480953Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 576362bc-fb79-41f6-9de5-22faaf74352f · outbound

This paper cites Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs.

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence Can LLMs Express Their Uncertainty? An Empirical Evaluation of Confidence Elicitation in LLMs

Reference 24

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.483247Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4060cc42-cafd-44ff-a7b6-0e588e1ae296 · outbound

This paper cites arXiv preprint arXiv:2601.07264 (2026).

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence arXiv preprint arXiv:2601.07264 (2026)

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.485642Z

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Unavailable: canonical work link unavailable.

Observation 6407a4fa-cd2d-42fc-9661-24d122e049a9 · outbound

This paper cites arXiv preprint arXiv:2601.15778 (2026).

One Human, $N$ Agents: Audit-Budget Allocation for LLM Agent Fleets under Miscalibrated, Correlated Confidence arXiv preprint arXiv:2601.15778 (2026)

Reference 26

Resolution: unresolved; no resolver link, observed 2026-07-31T11:29:22.487897Z

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Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.