Paper Citation Record · LEDGER

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework

As of 17 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2412.12597.

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

pith.paper-citation-record.v1
2412.12597 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T14:00:13.320976Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+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

33 of 33 outbound references displayed

verified exact0
verified fuzzy5
unresolved27
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 88ec8bea-4104-4644-b1ae-1049a4b29bd7 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:13.103036Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb41e604-a2d8-435c-b46f-f367baff6d5e · outbound

This paper cites write newline.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:13.112272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adc0bf8b-d77a-43ee-808b-ef20abb81a4a · outbound

This paper cites A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework A Gentle Introduction to Conformal Prediction and Distribution-Free Uncertainty Quantification

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:13.120281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fedb44c3-19ca-4088-be97-c74e5eebe198 · outbound

This paper cites an unresolved cited work.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:14.000482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 635be145-0802-4d8a-928f-546424735030 · outbound

This paper cites an unresolved cited work.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:13.978242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 6e832882-57c2-4324-a8bf-900751579907 · outbound

This paper cites an unresolved cited work.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:13.960587Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8fa76192-09de-4a6f-abb5-40c4d7baf17c · outbound

This paper cites an unresolved cited work.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:13.942355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 5a66a3a8-bc5a-4969-b095-68934ec8d378 · outbound

This paper cites an unresolved cited work.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:13.924821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1ea23033-0efb-44c1-b95d-330aee88af6c · outbound

This paper cites an unresolved cited work.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:13.905110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 9082f110-5588-4df1-953b-b4ba12542e48 · outbound

This paper cites A.; and Mark, R.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework A.; and Mark, R

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:13.166830Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dbb67f8b-57f5-466f-af0b-64e79c7ea52f · outbound

This paper cites A.; Wagner, D.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework A.; Wagner, D

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:00:13.869086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3e1c72dc-09bd-47b3-8da3-c47950791364 · outbound

This paper cites D.; Precup, D.; and Basu, S.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework D.; Precup, D.; and Basu, S

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:00:13.852006Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 17a16b96-6a98-4ddf-9d40-16fb08ecad09 · outbound

This paper cites an unresolved cited work.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:13.831189Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2fa9c885-649d-40d6-956a-ed91f2701b9a · outbound

This paper cites an unresolved cited work.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:13.812561Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e5f5718d-a532-4d59-b688-45afb9e76283 · outbound

This paper cites an unresolved cited work.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:13.794330Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d63d600c-ccd0-4c2f-8230-0a24e95c7da8 · outbound

This paper cites an unresolved cited work.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:13.205443Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b6404e0-94f2-4b6d-819f-ae2337494827 · outbound

This paper cites Methodology for Interpretable Reinforcement Learning for Optimizing Mechanical Ventilation.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Methodology for Interpretable Reinforcement Learning for Optimizing Mechanical Ventilation

Reference 17

Resolution: metadata mismatch; local_arxiv, observed 2026-08-11T14:00:13.447021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 97059aa8-c68e-4805-96ce-4236cb9e88e9 · outbound

This paper cites Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:13.219567Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53fe3e2c-1c5c-4d5e-a099-718055773169 · outbound

This paper cites A.; Veness, J.; Bellemare, M.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework A.; Veness, J.; Bellemare, M

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:13.226021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ac751571-7ff2-40ae-b732-43844630f66c · outbound

This paper cites an unresolved cited work.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:13.747478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c7f43b85-ff4e-4658-afa3-a4b29f69520f · outbound

This paper cites B.; Schmeink, A.; Ascheid, G.; Thiemermann, C.; Schuppert, A.; Kindle, R.; et al.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework B.; Schmeink, A.; Ascheid, G.; Thiemermann, C.; Schuppert, A.; Kindle, R.; et al

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:00:13.728806Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fac6aead-c62f-4f82-a438-4e52403f22ee · outbound

This paper cites J.; and Slutsky, A.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework J.; and Slutsky, A

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:00:13.712370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0703d73f-5bfd-4ed1-b668-546539492006 · outbound

This paper cites an unresolved cited work.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:13.690519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b3a3313c-8beb-4d08-b917-7c2de7b4e319 · outbound

This paper cites an unresolved cited work.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:13.669993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d7aa2dd0-d971-473f-ba54-36ed9dc99c28 · outbound

This paper cites S.; and Ranieri, V.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework S.; and Ranieri, V

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T14:00:13.646529Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 37530aa4-4790-4ba6-98f0-c1d30dbe2862 · outbound

This paper cites Machine Learning for Mechanical Ventilation Control.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Machine Learning for Mechanical Ventilation Control

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:13.274834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d89dd997-9c96-4c9c-a20f-566ceb7d98a1 · outbound

This paper cites S.; and Barto, A.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework S.; and Barto, A

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:13.282158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f615216e-3c67-4475-985f-f15b4ccb6726 · outbound

This paper cites an unresolved cited work.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Unresolved cited work

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:13.288544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ed7fcb54-449a-4776-8ea5-5048756867d9 · outbound

This paper cites an unresolved cited work.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:13.599861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 2b32a079-adc6-4df1-9669-58d27da75bca · outbound

This paper cites J.; and Dayan, P.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework J.; and Dayan, P

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-11T14:00:13.302129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a681e471-8a23-4314-9244-030f9cc18f21 · outbound

This paper cites an unresolved cited work.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:13.545349Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d9108803-d58b-409c-9e3c-7ac7ff2c0278 · outbound

This paper cites an unresolved cited work.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:13.516253Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation abe4d499-e4d3-45dd-b971-206f148090f5 · outbound

This paper cites an unresolved cited work.

Distribution-Free Uncertainty Quantification in Mechanical Ventilation Treatment: A Conformal Deep Q-Learning Framework Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-11T14:00:13.495780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

No inbound Pith citation observations are available.