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Paper Citation Record · LEDGER

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning

As of 10 August 2026, this Paper Citation Record lists 33 of 33 outbound references and 0 inbound Pith citation observations for arXiv:2505.19637.

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

pith.paper-citation-record.v1
2505.19637 v1

Coverage vector

measured 33 of 33 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:15:38.154456Z

measured 33 of 33 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

33 of 33 outbound references displayed

  • verified exact0
  • verified fuzzy3
  • unresolved30
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation ad21ae39-8999-4ef2-94e7-f9c17e8a69e1 · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:15:44.522075Z

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=2026-08-07T14:15:35.223458Z digest=sha256:457a8b1dd8b3fc5a266393a803706792fcba0f0de8fd50c1c68d8892cbcd73c9

Observation e8981b93-8a6b-46ac-9551-ba24883404db · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 2

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raw_fallback, observed 2026-08-07T14:15:43.979608Z

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=2026-08-07T14:15:35.390294Z digest=sha256:d730eaafc00c6d7a55f7cd97297c1058aea38dc92f8550daa03fbfece5d6fdc6

Observation d79a646d-a141-40f2-aac2-bd2ebf198d5d · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 3

Resolution
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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.

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Observation 76b54ddb-d11a-416a-9969-0aa0cbc0063a · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 4

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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=2026-08-07T14:15:35.689988Z digest=sha256:fe15f4ba6b625ba87ada564f7cd0a093eff6253bae57ad19409255c11dd47da5

Observation 920462f9-38b6-4e5d-ac7a-2511318944c4 · outbound

This paper cites Guided Deep Reinforcement Learning for Swarm Systems.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Guided Deep Reinforcement Learning for Swarm Systems

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T14:15:35.804796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:15:35.804796Z digest=sha256:e77fe4c19298e268f6a368d2daf2a7921b5100517eaa9460fc11d8740f605308

Observation 5275ae44-41d5-4eba-bfec-257a98839941 · outbound

This paper cites Risk Sensitive Dead-end Identification in Safety-Critical Offline Reinforcement Learning.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Risk Sensitive Dead-end Identification in Safety-Critical Offline Reinforcement Learning

Reference 6

Resolution
unresolved
no resolver link, observed 2026-08-07T14:15:35.927209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:15:35.927209Z digest=sha256:42e94e0bebad0886506e600652f7e1c9e3ef4985eea637db25548cde245da6d6

Observation cbdd3ceb-3fa7-4316-809b-d30f25aaf303 · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 7

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:15:43.151744Z

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=2026-08-07T14:15:36.067854Z digest=sha256:db31716fe84f175af41dedddd3951c61a1f945a81fd8273efd67a8fa954e9dad

Observation 1c94055f-29f9-4135-8ff2-871740d9e4de · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 8

Resolution
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raw_fallback, observed 2026-08-07T14:15:42.970375Z

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=2026-08-07T14:15:36.168756Z digest=sha256:82d23d4ca117e0181d3c95519ebd556c6aab6832ea8bde25bc6f5a90f0e097dc

Observation 215d52a9-f784-4da4-b41c-4d3e3d30b8c7 · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 9

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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.

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Observation bdb2bbca-923e-469a-833a-af5086f762ec · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 10

Resolution
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raw_fallback, observed 2026-08-07T14:15:42.671354Z

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=2026-08-07T14:15:36.312690Z digest=sha256:ca8e5e2749202d862be3df986645a685265bac15dda1dc6ceda36291f43fb983

Observation 83f9843e-880c-40bb-9273-4fe24bec63f1 · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 11

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:15:36.365183Z digest=sha256:c15662ec5b20f2da86612fc4c12a2763cb3f00fd3db943cc97cbba0ccf6164bd

Observation c99c871f-31ea-4a6b-9a81-65c477de1f1e · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 12

Resolution
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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=2026-08-07T14:15:36.401037Z digest=sha256:61aeeba1689ed40be248ccefbf6a8de4aba20d4b19d4db6baa5cbe4bccfe26cd

Observation 7d756808-7d2d-488f-ab31-78e2bcc30a22 · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 13

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raw_fallback, observed 2026-08-07T14:15:42.122511Z

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=2026-08-07T14:15:36.480104Z digest=sha256:7373eddf5c0d0cdfa198c638a9f9ad5f744fa83418ec05a46034a88c0f0911f5

Observation d23433b9-550d-4dbc-a259-56e6ddc0f409 · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 14

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:15:41.959506Z

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.

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Observation 3ad9db5d-fcd1-43ff-8955-3b7e2fd05a1f · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 15

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:15:41.776163Z

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=2026-08-07T14:15:36.606188Z digest=sha256:e7c110b7b868a119e85e7881bdf0784af3fe9a6bf0e3d8ff6fe344021fb6f2c2

Observation 1c4b17c6-4f97-4efa-9c92-77fd32f5cd1d · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 16

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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=2026-08-07T14:15:36.667159Z digest=sha256:2844f49411c8bfb91d88c960c59049dc39871fc190076b5a9700239fce78cc3a

Observation bd717aef-f044-4849-bbfc-b86806811bf1 · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 17

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:15:41.373253Z

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=2026-08-07T14:15:36.733149Z digest=sha256:e38c3120d988f9fa594c42a82c5a13d65639b050ddc8e196b979e7969aa21bac

Observation 1c981c9d-8ecc-4b06-8d4f-6634566536cf · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 18

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unresolved
no resolver link, observed 2026-08-07T14:15:36.794886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:15:36.794886Z digest=sha256:32268621c2d241c75515b6d97ef5b9d9d01d23ef0759ddf9a044dcf2f4008a5b

Observation 608481de-d355-4b2e-8d23-41bfbcd66510 · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 19

Resolution
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raw_fallback, observed 2026-08-07T14:15:41.158140Z

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.

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Observation 4e7f9a19-8b7e-43b0-9017-45a921be481a · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 20

Resolution
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raw_fallback, observed 2026-08-07T14:15:40.971470Z

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.

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Observation 33dc39e7-105d-449b-abf0-c08761114523 · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 21

Resolution
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raw_fallback, observed 2026-08-07T14:15:40.767842Z

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=2026-08-07T14:15:37.000140Z digest=sha256:9a5c430bd28d984b04940dc42db5a17d5e5108a200da9307a726ce5b0d901c42

Observation c47b14b9-05f5-4477-9e39-19233e5c1d4a · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 22

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unresolved
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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=2026-08-07T14:15:37.063381Z digest=sha256:45dc203cffc16507af0da247d8fb9350b6babc6760558a3229fcd37e567e0c2d

Observation d98b25ff-e6a5-4791-bf9c-f3079b0ed975 · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 23

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raw_fallback, observed 2026-08-07T14:15:40.316108Z

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=2026-08-07T14:15:37.223046Z digest=sha256:abaf8e60f979f6c9a1616172139f7f8c6b5a6d6df0018a2a4485508fe740cea3

Observation 202f2fa9-86a4-4c3c-afbb-0e8e4178b581 · outbound

This paper cites 2018.Reinforcement learning: An intro- duction.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning 2018.Reinforcement learning: An intro- duction

Reference 24

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no resolver link, observed 2026-08-07T14:15:37.348845Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:15:37.348845Z digest=sha256:6f12f422952c93f6194d32580ed202ab4197b94e0ff2a0dfb9295ef5bddebe71

Observation daad16d8-2c23-43e8-9019-928a536e5908 · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 25

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:15:40.054193Z

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=2026-08-07T14:15:37.499312Z digest=sha256:45f1efca17ca7e0cdc2559d0664cf39e58d861f39540c2f52eb23b93cef29beb

Observation 30f942b9-ce81-41f8-a15f-ec0eb9e75d10 · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 26

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:15:39.816799Z

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=2026-08-07T14:15:37.608137Z digest=sha256:fce4a5a35dfd782cb899c19c10b739b58da3cf40541e58623d19cd70852ad848

Observation 780effeb-ce24-454e-98df-f5e48ecce527 · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 27

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:15:39.539867Z

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=2026-08-07T14:15:37.723537Z digest=sha256:6b6e9981f7ffa35139a535f90ab872fd58f6b89d2362f19ea8a67ee0cedcd95e

Observation f6b5dec2-595a-41ac-a96b-e819dbff65a9 · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:15:39.270173Z

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=2026-08-07T14:15:37.832535Z digest=sha256:6a03cf65435eb641d1bacf4c2cbae03b7b8e461c6e940789173be5a7b0a527a5

Observation b7e2cf42-cce1-44b5-a37c-fbb495edbd1f · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 29

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:15:38.980676Z

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=2026-08-07T14:15:37.949044Z digest=sha256:543a3bd192f9eef8fe58c9b169a045e830743242c1861c0fb505fc86639f8c46

Observation 5fdcf949-a71e-4b6c-9772-3b2eadb9bc78 · outbound

This paper cites an unresolved cited work.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-07T14:15:38.758562Z

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=2026-08-07T14:15:38.042519Z digest=sha256:b6a20ba7c3797f85fa46ba2d92d52ca1d02562d932ad6016b73af2ddfce7a64a

Observation 9c80b2f3-6447-46ae-842e-406600d9f7b0 · outbound

This paper cites 𝐸𝐿 Í𝐸𝐿+1 𝑙=1 𝑃𝑠(𝑙)−(𝐸 𝐿+1) Í𝐸𝐿 𝑙=1𝑃𝑠(𝑙) 𝐸𝐿(𝐸𝐿+1) # (21) =𝑁 total×  𝐸𝐿 Í𝐸𝐿 𝑙=1𝑃𝑠(𝑙)+𝑃 𝑠(𝐸𝐿+1) −(𝐸 𝐿+1) Í𝐸𝐿 𝑙=1𝑃𝑠(𝑙) 𝐸𝐿(𝐸𝐿+1)  (22) =𝑁 total×.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning 𝐸𝐿 Í𝐸𝐿+1 𝑙=1 𝑃𝑠(𝑙)−(𝐸 𝐿+1) Í𝐸𝐿 𝑙=1𝑃𝑠(𝑙) 𝐸𝐿(𝐸𝐿+1) # (21) =𝑁 total×  𝐸𝐿 Í𝐸𝐿 𝑙=1𝑃𝑠(𝑙)+𝑃 𝑠(𝐸𝐿+1) −(𝐸 𝐿+1) Í𝐸𝐿 𝑙=1𝑃𝑠(𝑙) 𝐸𝐿(𝐸𝐿+1)  (22) =𝑁 total×

Reference 31

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:15:38.463188Z

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=2026-08-07T14:15:38.154456Z digest=sha256:1b1eccde331914d33fea05e54fbc0e9235184dbc6e0f61928c748855ea67e5c7

Observation 6e024169-4675-4f5e-8463-d6c253d42a5f · outbound

This paper cites InInterna- tional Conference on Machine Learning.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning InInterna- tional Conference on Machine Learning

Reference 2019

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:15:43.800522Z

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=2026-08-07T14:15:35.491810Z digest=sha256:5f6ad60419b8aa526ad2f54d55e65d4bafb050041e24f09f0d40626342189d38

Observation 3a701974-7636-40b8-91d7-ac30053c2a86 · outbound

This paper cites Autonomous Intelligent Systems2, 1 (2022), 1–12.

Adaptive Episode Length Adjustment for Multi-agent Reinforcement Learning Autonomous Intelligent Systems2, 1 (2022), 1–12

Reference 2022

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:15:44.263001Z

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=2026-08-07T14:15:35.304614Z digest=sha256:1b382e6f1a0e5a54a7e066a0feb715b63e11ee2a9a511b192fdcade6d46f01cf

Pith citing papers

No inbound Pith citation observations are available.