Paper Citation Record · LEDGER

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment

As of 11 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2606.01051.

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

pith.paper-citation-record.v1
2606.01051 v1

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T17:58:59.805574Z

measured 45 of 45 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 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

45 of 45 outbound references displayed

verified exact3
verified fuzzy0
unresolved41
parse uncertain0
malformed identifier1
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 62522aea-e052-4c82-bade-f225beeecc21 · outbound

This paper cites Constrained policy optimization.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Constrained policy optimization

Reference 1

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 3968f31b-e69f-44d8-a9d1-73a52ebb8d5b · outbound

This paper cites Routledge, 2021.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Routledge, 2021

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 4997861d-d093-4f42-ad25-8aa61237e2bf · outbound

This paper cites The option-critic architecture.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment The option-critic architecture

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 9db079e9-524a-42d8-a7b6-e71c600e704a · outbound

This paper cites Kellum, and Claudio Ronco.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Kellum, and Claudio Ronco

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 6235a3e9-ffee-41fd-a1d7-159a4167c85a · outbound

This paper cites an unresolved cited work.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Unresolved cited work

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 1475c816-4a4c-41e4-bb5b-33f062ed8886 · outbound

This paper cites A lyapunov-based approach to safe reinforcement learning.Advances in neural information processing systems, 31, 2018.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment A lyapunov-based approach to safe reinforcement learning.Advances in neural information processing systems, 31, 2018

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation a3e719c0-fd36-4bb5-b4e5-ed58a08b72d3 · outbound

This paper cites Serum lactate is associated with mortality in severe sepsis independent of organ failure and shock.Critical Care Medicine, 37(5):1670–1677, 2009.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Serum lactate is associated with mortality in severe sepsis independent of organ failure and shock.Critical Care Medicine, 37(5):1670–1677, 2009

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 027b0b36-e50f-4075-bd9b-6c715741b97c · outbound

This paper cites Bonferroni inequalities.The Annals of Probability, 5(4):577–581, 1977.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Bonferroni inequalities.The Annals of Probability, 5(4):577–581, 1977

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 8b90dc57-baed-41fa-b79e-6c75c4b79683 · outbound

This paper cites Ghossein, B.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Ghossein, B

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 6245c4ad-73aa-451c-97bb-56fe5b8fe56d · outbound

This paper cites Guidelines for reinforcement learning in healthcare.Nature medicine, 25(1):16–18, 2019.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Guidelines for reinforcement learning in healthcare.Nature medicine, 25(1):16–18, 2019

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 321ba8cc-458f-4b71-a439-f6a3d6d0f87d · outbound

This paper cites Grönwall.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Grönwall

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 10ee26be-1ced-4332-a02e-9d2bcf11b2c0 · outbound

This paper cites Soft actor-critic: Off-policy maximum entropy deep reinforcement learning with a stochastic actor.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Soft actor-critic: Off-policy maximum entropy deep reinforcement learning with a stochastic actor

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation aed5e5f2-4348-46dd-8b56-e75aa39cffc5 · outbound

This paper cites Epicare: A reinforcement learning benchmark for dynamic treatment regimes.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Epicare: A reinforcement learning benchmark for dynamic treatment regimes

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 51d9cd68-b8a7-4946-86ee-0da3c9d164b0 · outbound

This paper cites an unresolved cited work.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation beb3b07c-0e31-48f9-88e1-9c707d29e963 · outbound

This paper cites Reinforcement learning for sepsis treatment: A continuous action space solution.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Reinforcement learning for sepsis treatment: A continuous action space solution

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation efc7faa4-51e0-4bd1-a7a3-5eb4e1318f01 · outbound

This paper cites Hyndman, D.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Hyndman, D

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation e71b774c-812c-4032-a3f8-3d59267f147b · outbound

This paper cites Optimal treatment strategies for critical patients with deep reinforcement learning.ACM Transactions on Intelligent Systems and Technology, 15(2):1–22, 2024.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Optimal treatment strategies for critical patients with deep reinforcement learning.ACM Transactions on Intelligent Systems and Technology, 15(2):1–22, 2024

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 0bcd403a-7b98-4e3b-83b7-5ec90a8d9d35 · outbound

This paper cites MIMIC-III, a freely accessible critical care database.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment MIMIC-III, a freely accessible critical care database

Reference 18

Resolution: verified exact; doi, observed 2026-06-28T18:02:26.499765Z

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.

Observation 9ad598ed-65d7-467a-b099-0f8ad67036c9 · outbound

This paper cites Komorowski, L.A.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Komorowski, L.A

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation d1899cd2-5586-447e-878c-5158cc4eb872 · outbound

This paper cites Jedlicki, David Ouyang, Anthony Philippakis, David Sontag, and Ahmed M.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Jedlicki, David Ouyang, Anthony Philippakis, David Sontag, and Ahmed M

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 661366ba-d158-459c-8675-3ba967af9937 · outbound

This paper cites Lingsch, Dana Grund, Siddhartha Mishra, and Georgios Kissas.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Lingsch, Dana Grund, Siddhartha Mishra, and Georgios Kissas

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation e37be4a4-9e1c-480a-9406-f775564286cd · outbound

This paper cites Time-regularized interrupting options (trio).

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Time-regularized interrupting options (trio)

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 276009fb-8cf7-47a3-9b36-2523a2099e4d · outbound

This paper cites Nambiar, S.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Nambiar, S

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 013523da-e610-40b2-a685-f61bc84dbe27 · outbound

This paper cites Prescott, Massimo Antonelli, Waleed Alhazzani, Morten Hylander Møller, Fayez Alshamsi, Luciano C.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Prescott, Massimo Antonelli, Waleed Alhazzani, Morten Hylander Møller, Fayez Alshamsi, Luciano C

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation a14bce2b-aaf3-4691-beac-d6c96c33d759 · outbound

This paper cites Raissi, P.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Raissi, P

Reference 25

Resolution: verified exact; doi, observed 2026-06-28T18:02:26.502025Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T18:38:13.615655+00:00.

Observation 0d7047f1-b93e-4b0a-94e5-f9f010424728 · outbound

This paper cites Conservative continuous-time treatment optimization.arXiv preprint, 2026.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Conservative continuous-time treatment optimization.arXiv preprint, 2026

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-06-28T18:02:26.497930Z

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.

Observation a696f331-301b-4c17-894b-f25cca2373a6 · outbound

This paper cites Trust region policy optimization.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Trust region policy optimization

Reference 27

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation f5ce8d26-739d-4627-8cf4-4e2c3d7bb0bc · outbound

This paper cites Probabilistic reachable sets of stochastic nonlinear systems with contextual uncertainties.Automatica, 176: 112237, 2025.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Probabilistic reachable sets of stochastic nonlinear systems with contextual uncertainties.Automatica, 176: 112237, 2025

Reference 28

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation b0c90e31-59ab-4d41-9f4b-048e83401b5b · outbound

This paper cites Deutschman, Christopher W.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Deutschman, Christopher W

Reference 29

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 3b6d4064-b0fb-4e63-8e72-75a7370f1eef · outbound

This paper cites The spectrum of sepsis-associated encephalopathy: a clinical perspective.Critical Care, 27(1):386, 2023.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment The spectrum of sepsis-associated encephalopathy: a clinical perspective.Critical Care, 27(1):386, 2023

Reference 30

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 29a7c0ac-1610-4585-a216-93421af2b0e9 · outbound

This paper cites Between mdps and semi-mdps: A framework for temporal abstraction in reinforcement learning.Artificial intelligence, 112(1-2): 181–211, 1999.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Between mdps and semi-mdps: A framework for temporal abstraction in reinforcement learning.Artificial intelligence, 112(1-2): 181–211, 1999

Reference 31

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 58f9cc0d-efe0-4e50-9789-e38078ec8755 · outbound

This paper cites an unresolved cited work.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Unresolved cited work

Reference 32

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation edca147f-9735-48e3-bdfe-b199ec3ae31e · outbound

This paper cites Efficient exploration in continuous-time model-based reinforcement learning.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Efficient exploration in continuous-time model-based reinforcement learning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation ad8a95ce-7a84-40ae-aa98-3afc6f6a9706 · outbound

This paper cites When to sense and control? a time-adaptive approach for continuous-time reinforcement learning.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment When to sense and control? a time-adaptive approach for continuous-time reinforcement learning

Reference 34

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 1073a43e-35da-4032-9591-64fd867ab2e7 · outbound

This paper cites Guardian-regularized safe offline reinforcement learning for smart weaning of mechanical circulatory devices.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Guardian-regularized safe offline reinforcement learning for smart weaning of mechanical circulatory devices

Reference 35

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation cb97ef10-b076-4626-b6ec-d4093962d106 · outbound

This paper cites Cambridge University Press, 2018.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Cambridge University Press, 2018

Reference 36

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 65871e73-f3db-4d0f-8a58-d19b56f72499 · outbound

This paper cites West and Andrew M.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment West and Andrew M

Reference 37

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation dbdc22b2-ff4d-490e-aa05-7ceddf39d224 · outbound

This paper cites Offline guarded safe reinforcement learning for medical treatment optimization strategies.Proceedings of the 39th Advances in Neural Information Processing Systems, 2025.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Offline guarded safe reinforcement learning for medical treatment optimization strategies.Proceedings of the 39th Advances in Neural Information Processing Systems, 2025

Reference 38

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 32f1564b-9c41-4f01-8acd-f98029ac3c3a · outbound

This paper cites an unresolved cited work.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation ee52e7a1-b06b-47cb-b513-09f9ff8120e3 · outbound

This paper cites Yildiz, M.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Yildiz, M

Reference 40

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 5930826d-312e-4c51-8f3a-284f257e7ac4 · outbound

This paper cites an unresolved cited work.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Unresolved cited work

Reference 41

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 5a7b38ea-b164-4fb6-8e2a-f9fe85a593d2 · outbound

This paper cites Continuous-time decision transformer for healthcare applications.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Continuous-time decision transformer for healthcare applications

Reference 42

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 3f3d526e-9116-4654-870e-731c5c5e04f1 · outbound

This paper cites Graphical Models for Processing Missing Data.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Graphical Models for Processing Missing Data

Reference 43

Resolution: malformed identifier; arxiv_id, observed 2026-06-28T18:02:26.906913Z

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.

Observation b4ec18c2-1d11-4684-8aa1-814d0b6fc387 · outbound

This paper cites an unresolved cited work.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Observation 6d4bdb7a-fe85-4dd8-a45a-1906c33f9c3b · outbound

This paper cites 35 Proof.SinceF(· |x, δt)is continuous and strictly increasing, the equation F(d s |x, δt) = 1−¯ϵ h has a unique solution.

Interaction-Limited Safe Continuous-Time RL for Dynamical Medical Treatment 35 Proof.SinceF(· |x, δt)is continuous and strictly increasing, the equation F(d s |x, δt) = 1−¯ϵ h has a unique solution

Reference 45

Resolution: unresolved; no resolver link, observed 2026-06-28T17:58:59.805574Z

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Pith citing papers

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