Paper Citation Record · LEDGER

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data

As of 24 August 2026, this Paper Citation Record lists 41 of 41 outbound references and 0 inbound Pith citation observations for arXiv:2505.04161.

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

pith.paper-citation-record.v1
2505.04161 v1

Coverage vector

measured 41 of 41 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T23:40:52.003599Z

measured 41 of 41 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

41 of 41 outbound references displayed

verified exact1
verified fuzzy16
unresolved23
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e2bf3560-8b7f-4846-8563-c3f29aade7da · outbound

This paper cites Coronavirus (COVID - 19) Dashboard.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Coronavirus (COVID - 19) Dashboard

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:40:52.730374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 04cfbd3b-5c21-4b1d-abda-acd6290f732d · outbound

This paper cites COVID Data Tracker.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data COVID Data Tracker

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:40:52.708695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c1615a6c-891c-43cc-9704-a88bdf0e3185 · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.691591Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 49710601-071a-4978-bea5-040f939b5fc0 · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 4

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.675691Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation de64d72f-3aca-4698-a7c3-a1e26e6d2dc9 · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.660353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation d28ed2fc-ee60-4e91-9470-90da1bca8ded · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.643626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a47d062a-37a2-4da7-a578-6ca3bd2986ba · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.628618Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0a07153d-83f9-41dd-a5b6-2aadbee47b1c · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.612288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 14dd91d5-3470-48f8-8080-bce569b69817 · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.597121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation af91f635-657f-40e7-ace6-bb06e60f7000 · outbound

This paper cites & Grolinger, K.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data & Grolinger, K

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:40:52.581930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation dc38d29f-9972-4dfb-96af-25ce662d7a35 · outbound

This paper cites Connectionist Q-learning in robot control task.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Connectionist Q-learning in robot control task

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:40:52.565949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 929a877d-f400-4ee3-a996-413b1614a6ed · outbound

This paper cites & Meger, D.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data & Meger, D

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:40:52.549651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation df2b4f5d-7a5b-4f8d-adf9-e297213ce97a · outbound

This paper cites & Raychowdhury, A.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data & Raychowdhury, A

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:40:52.533934Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 5647dfca-563c-4047-8916-3371fbfbd25f · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.518234Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f7149f70-578e-4c6c-a5f1-c0349870507d · outbound

This paper cites Continuous control with deep reinforcement learning.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Continuous control with deep reinforcement learning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T23:40:51.877408Z

Source-reported events for the cited work

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Observation d5e25dcd-83b3-473a-9500-b50649aa76c5 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Proximal Policy Optimization Algorithms

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T23:40:51.882389Z

Source-reported events for the cited work

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Observation c6645d77-4675-4b48-8058-556eba5362df · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.502150Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f526a7de-6640-46e6-b9e1-39d443386877 · outbound

This paper cites D., Narasimhan, K., Saeedi, A.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data D., Narasimhan, K., Saeedi, A

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:40:52.486195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 7c2adb10-f0bb-497a-830a-39151620d55e · outbound

This paper cites & Levine, S.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data & Levine, S

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:40:52.469791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation ce0ebb1c-b5c1-403f-ba01-d1a92b9332ad · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.454441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 91b71ab2-ef50-4709-828d-e2d2b73983cf · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.439192Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9859b03e-4aa8-4fa3-a881-a13ca0e183e8 · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.423530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 408c0798-782f-440a-9115-cf99f86056a0 · outbound

This paper cites M., Kaffine, D., Rao, A.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data M., Kaffine, D., Rao, A

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:40:52.407053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 49bb9dab-f2fb-4fe4-ba17-72567464ce20 · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.389286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b81d3b5c-232c-445a-8c5f-d588e8aa7709 · outbound

This paper cites & Al-Hitmi, M.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data & Al-Hitmi, M

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:40:52.373627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f8cf0687-adb9-49e8-969c-853f75c82b61 · outbound

This paper cites H., Ling, L.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data H., Ling, L

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:40:52.357553Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6cf01aa1-9852-4c8f-97fe-57ce3c5f9654 · outbound

This paper cites Reinforced Epidemic Control: Saving Both Lives and Economy.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Reinforced Epidemic Control: Saving Both Lives and Economy

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T23:40:51.935596Z

Source-reported events for the cited work

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Observation 260b0626-33be-4bdc-a277-8d7a8120c5b6 · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.341680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation cfa65e00-a944-4aeb-946d-57525e3e0c14 · outbound

This paper cites Planning Multiple Epidemic Interventions with Reinforcement Learning.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Planning Multiple Epidemic Interventions with Reinforcement Learning

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-08-15T23:40:52.098449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 51ca4d10-4922-48b1-a132-24f998b217d5 · outbound

This paper cites & Papapetrou, P.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data & Papapetrou, P

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:40:52.323753Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e051e282-a7de-4a86-a13c-720d8b9784be · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.306392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 1727d709-c105-4c3c-ac5d-17739059e497 · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.289901Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9f5821a9-bf7a-4d8d-8444-cbb37b46a8e9 · outbound

This paper cites Q., Mridha, M.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Q., Mridha, M

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:40:52.274138Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 298b3fd1-935d-45ee-9e8c-0e1540728a49 · outbound

This paper cites Double Q-learning.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Double Q-learning

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:40:52.258373Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation b941cd25-00c6-4f0b-91ae-3711f29e5d27 · outbound

This paper cites Reinforcement Learning for Optimization of COVID-19 Mitigation policies.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Reinforcement Learning for Optimization of COVID-19 Mitigation policies

Reference 35

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Source-reported events for the cited work

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Observation dba34dd8-1099-4029-ba9a-d8b0572181d7 · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.241534Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 9553519f-3c8b-4394-af7d-35a866ee6ebd · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.224768Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 0137e56c-711c-4136-b9e2-6f6fc79d324e · outbound

This paper cites an unresolved cited work.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-15T23:40:52.208324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation f0f8dd23-907e-4393-94e2-3f3ca331b2f9 · outbound

This paper cites & Büyüktahtakın, IE.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data & Büyüktahtakın, IE

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:40:52.193158Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 8c411401-a0bc-4614-99d1-3e79b6d97dbc · outbound

This paper cites & Koyama, M.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data & Koyama, M

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:40:52.176472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 542991b6-c24f-4701-805e-3f4da63b9a95 · outbound

This paper cites OpenAI Gym.

Optimization of Infectious Disease Intervention Measures Based on Reinforcement Learning -- Empirical analysis based on UK COVID-19 epidemic data OpenAI Gym

Reference 41

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.