Paper Citation Record · LEDGER

APIRL: Deep Reinforcement Learning for REST API Fuzzing

As of 16 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2412.15991.

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

pith.paper-citation-record.v1
2412.15991 v1

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T10:58:43.703717Z

measured 44 of 44 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

44 of 44 outbound references displayed

verified exact2
verified fuzzy6
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9507c13a-e533-460c-b266-4dd91f8bd079 · outbound

This paper cites JaCoCo Java Code Coverage Library.

APIRL: Deep Reinforcement Learning for REST API Fuzzing JaCoCo Java Code Coverage Library

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:58:45.307248Z

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 9f12ec0f-63ca-4d4b-b734-cef9c871d0fb · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:45.294417Z

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 317cc9cb-49f2-419a-a5cc-cee1412c3c0f · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:45.277956Z

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 afc6d93a-f09b-4a71-9536-1552279f9dfa · outbound

This paper cites Pythia: Grammar-Based Fuzzing of REST APIs with Coverage-guided Feedback and Learning-based Mutations.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Pythia: Grammar-Based Fuzzing of REST APIs with Coverage-guided Feedback and Learning-based Mutations

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-11T10:58:42.730014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57009245-310e-4b85-9eb5-c82982db626e · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:45.197182Z

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 a2d8f484-0b70-4d12-8df6-ff6f43e0444e · outbound

This paper cites Automatic detection of access control vulnerabilities via API specification processing.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Automatic detection of access control vulnerabilities via API specification processing

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-11T10:58:43.791827Z

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 60b7cded-df4a-47b1-81df-fcd076409a70 · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:45.135473Z

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 4df9ac4b-6bbc-42e5-af8c-031aafa148de · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:45.123588Z

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 cd3c35ae-c64d-46fa-ae47-5b6fe2db92f8 · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:45.112119Z

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 1a238407-258c-470a-94d9-839d9bd64acb · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:45.101011Z

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 bd5d009f-84c3-4a69-8e7d-678e95ef962f · outbound

This paper cites DeepREST: Automated Test Case Generation for REST APIs Exploiting Deep Reinforcement Learning.

APIRL: Deep Reinforcement Learning for REST API Fuzzing DeepREST: Automated Test Case Generation for REST APIs Exploiting Deep Reinforcement Learning

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-11T10:58:42.758548Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57689890-4acd-4854-bf93-cdd1ae4d6d7d · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:45.089070Z

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 9c01e9e5-64c4-4ef0-ad98-84f6bd9f7f10 · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:45.077197Z

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 6ed8b211-e0bf-48a2-8258-10422268acc5 · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:45.065899Z

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 ae682eff-74cf-465e-a22b-bb58e8284c01 · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 15

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:45.054700Z

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 9e5ca461-f7ef-4bd8-a2cd-bd70d9b22241 · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:44.973709Z

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 e4d662ac-f78b-4ee0-8c2d-16f8b50d8b9c · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:44.888808Z

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 f7da32b9-2b17-44df-816d-e032af6e3559 · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:44.877478Z

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 8836d7db-a12e-4c5a-a151-ebf44db04329 · outbound

This paper cites Adaptive REST API Testing with Reinforcement Learning.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Adaptive REST API Testing with Reinforcement Learning

Reference 19

Resolution: verified exact; local_arxiv, observed 2026-08-11T10:58:43.764583Z

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 3d1f580a-5409-418f-9bfa-f1f130371552 · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:44.864756Z

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 12ecc8ce-0e4b-4b72-b82c-d8099bcd3a39 · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:44.853891Z

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 a36bb76a-27ba-4cee-b52a-31431f884883 · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:44.841185Z

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 03f9cf3d-7fcc-4819-94a0-607db2c4b3e0 · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:44.829464Z

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 d52fdf51-b571-4cdb-961c-d3f75f5eaf2c · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:44.817474Z

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 f75755c9-1523-4941-b30f-45662164b97b · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 25

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:44.748951Z

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 31991b8e-5ad2-40a3-9a57-828efbf974e2 · outbound

This paper cites M.; and Lee, S.-I.

APIRL: Deep Reinforcement Learning for REST API Fuzzing M.; and Lee, S.-I

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:58:44.624698Z

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 ae700b14-3ccb-4b78-ad2c-0d5c89f001d3 · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:44.549339Z

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 74b76f92-0e3e-4946-8212-70dd9c681bde · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:44.527196Z

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 d6e84b09-cf7e-474f-b342-8925c329e887 · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:44.515494Z

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 92bbcc0c-2dad-4a91-b3d6-7d176277a297 · outbound

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

APIRL: Deep Reinforcement Learning for REST API Fuzzing A.; Veness, J.; Bellemare, M

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:58:44.502087Z

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 aca8aa40-ca42-4762-96c2-0fda5d88221a · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 31

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:44.489353Z

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 7a4e8277-ee7b-4b7c-b224-a903651c99a5 · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:44.476893Z

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 29e7fafb-cc73-480c-bb4a-65304ab62385 · outbound

This paper cites F.; Rae, J.

APIRL: Deep Reinforcement Learning for REST API Fuzzing F.; Rae, J

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:58:44.334367Z

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 109f2219-0e6d-44f0-94d2-05a270a46513 · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:44.225762Z

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 a01bb03c-7df1-4916-aa59-b98bc5842ec0 · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:44.212729Z

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 3ed418dc-cc04-4aad-bc4f-959df5bed030 · outbound

This paper cites Prioritized Experience Replay.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Prioritized Experience Replay

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-11T10:58:43.317506Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 532975af-575f-464e-bd11-4365e346125d · outbound

This paper cites Proximal Policy Optimization Algorithms.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Proximal Policy Optimization Algorithms

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-11T10:58:43.408916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 386bcb46-99e9-4e54-a0e9-568f9b2371ad · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 38

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:44.200929Z

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 5a104ce9-dd94-43d0-af14-fc32dcf286a1 · outbound

This paper cites S.; and Barto, A.

APIRL: Deep Reinforcement Learning for REST API Fuzzing S.; and Barto, A

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:58:44.080428Z

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 9cc83c02-187e-413f-981f-e42cb40ec014 · outbound

This paper cites A.; Foley, M.; and Maffeis, S.

APIRL: Deep Reinforcement Learning for REST API Fuzzing A.; Foley, M.; and Maffeis, S

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-11T10:58:43.933386Z

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 6bdad23e-7c07-4300-bfd7-6f7f53cb44e7 · outbound

This paper cites an unresolved cited work.

APIRL: Deep Reinforcement Learning for REST API Fuzzing Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-11T10:58:43.835309Z

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 63be4096-860d-4e1b-98f5-d29391909389 · outbound

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

APIRL: Deep Reinforcement Learning for REST API Fuzzing , " * write output.state after.block = add.period write newline

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-11T10:58:43.693294Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8c6f4c4b-7e9d-4542-9ff9-3cc9113033cd · outbound

This paper cites write newline.

APIRL: Deep Reinforcement Learning for REST API Fuzzing write newline

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-11T10:58:43.697787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 600f8555-553a-4cad-87f7-b159ffcdabb4 · outbound

This paper cites write newline.

APIRL: Deep Reinforcement Learning for REST API Fuzzing write newline

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-11T10:58:43.703717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.