Paper Citation Record · LEDGER

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL

As of 16 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 1 inbound Pith citation observation for arXiv:2501.08600.

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

pith.paper-citation-record.v1
2501.08600 v2

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T20:25:22.763915Z

measured 18 of 18 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 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T21:54:06.140183Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: pith, observed 2026-08-05T02:28:24.338817Z

Reference resolution

17 of 17 outbound references displayed

verified exact0
verified fuzzy9
unresolved8
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
pith, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation a29c7624-6708-47dd-8a70-ad91713a0ec4 · outbound

This paper cites Richardson, M.

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL Richardson, M

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:23.076475Z

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 9b44f01a-414c-4eeb-856b-88f4f4ad2b9c · outbound

This paper cites Automated test generation for rest apis: No time to rest yet,.

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL Automated test generation for rest apis: No time to rest yet,

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:23.062612Z

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 8da14c47-5999-4725-b16e-e4283d26cfc8 · outbound

This paper cites Restful api automated test case generation with evomaster,.

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL Restful api automated test case generation with evomaster,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:23.036456Z

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 926cdc72-f5fa-41e5-8e34-b3c8fb1fe035 · outbound

This paper cites Morest: Model-based restful api testing with execution feedback,.

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL Morest: Model-based restful api testing with execution feedback,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:23.021821Z

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 8ebdbe3c-7bd7-476b-9ad0-4e45e720d750 · outbound

This paper cites Adaptive rest api testing with rein- forcement learning,.

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL Adaptive rest api testing with rein- forcement learning,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:23.007025Z

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 9d3dc492-52ca-4deb-92b7-38187fcf5d55 · outbound

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

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL DeepREST: Automated Test Case Generation for REST APIs Exploiting Deep Reinforcement Learning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T20:25:22.724599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 863e7197-f48d-498f-bd18-c16baa8ab970 · outbound

This paper cites LlamaRestTest: Effective REST API Testing with Small Language Models.

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL LlamaRestTest: Effective REST API Testing with Small Language Models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-10T20:25:22.729327Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f708302f-3dff-4426-8033-978708dfc746 · outbound

This paper cites Enhancing rest api testing with nlp techniques,.

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL Enhancing rest api testing with nlp techniques,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:22.992213Z

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 b3687634-249c-4390-8bfe-0ae1260f0990 · outbound

This paper cites Leveraging large language models to improve rest api testing,.

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL Leveraging large language models to improve rest api testing,

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T20:25:22.737012Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4802f5bc-b7a4-4937-a946-48863f5eef90 · outbound

This paper cites an unresolved cited work.

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-10T20:25:22.740733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9c01ecbe-3f7e-43f6-8d02-096c096c09b1 · outbound

This paper cites A Multi-Agent Approach for REST API Testing with Semantic Graphs and LLM-Driven Inputs.

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL A Multi-Agent Approach for REST API Testing with Semantic Graphs and LLM-Driven Inputs

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-10T20:25:22.744368Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bc6f0cf-dc64-42a3-b4c2-26425d776a32 · outbound

This paper cites Glove: Global vectors for word representation,.

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL Glove: Global vectors for word representation,

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T20:25:22.748622Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64a687da-b724-4954-a8bb-96986a8a6816 · outbound

This paper cites Value-Decomposition Networks For Cooperative Multi-Agent Learning.

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL Value-Decomposition Networks For Cooperative Multi-Agent Learning

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T20:25:22.752273Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3dd486a2-b9a8-42b3-b939-304510137196 · outbound

This paper cites Restler: Stateful rest api fuzzing,.

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL Restler: Stateful rest api fuzzing,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:22.961977Z

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 51830cb9-3156-4081-bdc8-e29eeb0cc265 · outbound

This paper cites Testing restful apis: A survey,.

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL Testing restful apis: A survey,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:22.948610Z

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 4ec32caf-0bc2-4130-bb46-8d3369f17e55 · outbound

This paper cites Experiment infrastructure, data, and results for autoresttest,.

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL Experiment infrastructure, data, and results for autoresttest,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T20:25:22.934583Z

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 190d595e-6506-4873-9d34-cd19f28b6914 · outbound

This paper cites an unresolved cited work.

AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL Unresolved cited work

Reference 2022

Resolution: unresolved; raw_fallback, observed 2026-08-10T20:25:23.049970Z

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

Observation f4f34c74-1f97-4494-b624-b8b3ec536b93 · inbound

SAINT: Service-level Integration Test Generation with Program Analysis and LLM-based Agents cites this paper.

SAINT: Service-level Integration Test Generation with Program Analysis and LLM-based Agents AutoRestTest: A Tool for Automated REST API Testing Using LLMs and MARL

Reference 49

Resolution: verified exact; local_arxiv, observed 2026-08-03T21:58:31.528195Z

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.