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Paper Citation Record · LEDGER

WebMAC: A Multi-Agent Collaborative Framework for Scenario Testing of Web Systems

As of 18 July 2026, this Paper Citation Record lists 14 of 14 outbound references and 0 inbound Pith citation observations for arXiv:2604.13559.

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

pith.paper-citation-record.v1
2604.13559 v1

Coverage vector

measured 14 of 14 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T13:41:03.668751Z

measured 14 of 14 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-18T06:30:57.431901+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

14 of 14 outbound references displayed

  • verified exact3
  • verified fuzzy7
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch4

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8db3e3c7-dd60-4e4b-87ee-373658b1158b · outbound

This paper cites an unresolved cited work.

WebMAC: A Multi-Agent Collaborative Framework for Scenario Testing of Web Systems Unresolved cited work

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T22:32:53.748770Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-18T06:30:57.431901+00:00.

source=pdf_text observed=2026-05-10T13:41:03.668751Z digest=sha256:21c56b9c3236b400911ef3169c10d2be66c575303f19b2708367923970a0c957

Observation df4a6e1b-6196-4f35-b0b0-a1e00b2822d2 · outbound

This paper cites an unresolved cited work.

WebMAC: A Multi-Agent Collaborative Framework for Scenario Testing of Web Systems Unresolved cited work

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T22:32:53.743091Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-18T06:30:57.431901+00:00.

source=pdf_text observed=2026-05-10T13:41:03.668751Z digest=sha256:cfede3f9fc901c29af8709a187c9f49bfa3dbe6c503066116e1d797ee7e78d43

Observation a7214504-fcef-4320-9228-1b17e612b043 · outbound

This paper cites an unresolved cited work.

WebMAC: A Multi-Agent Collaborative Framework for Scenario Testing of Web Systems Unresolved cited work

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T22:32:53.751715Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-18T06:30:57.431901+00:00.

source=pdf_text observed=2026-05-10T13:41:03.668751Z digest=sha256:eec0d6a325ccde885d988c84ca52be3de1397a14c21f644948207cd0877f77c6

Observation 23749b93-6858-44b4-9aab-1846919adb60 · outbound

This paper cites CodeT: Code Generation with Generated Tests.

WebMAC: A Multi-Agent Collaborative Framework for Scenario Testing of Web Systems CodeT: Code Generation with Generated Tests

Reference 4

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T23:55:14.833358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-18T06:30:57.431901+00:00.

source=pdf_text observed=2026-05-10T13:41:03.668751Z digest=sha256:bee4e9ceca81a196338c0b158611ab1bd4f1beadc5962de76a52d4a6a79397b2

Observation 0bdeb803-d6b0-4996-bcaa-e9f4bedffb21 · outbound

This paper cites Technometrics 40, 234–243.

WebMAC: A Multi-Agent Collaborative Framework for Scenario Testing of Web Systems Technometrics 40, 234–243

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T22:32:53.746047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-18T06:30:57.431901+00:00.

source=pdf_text observed=2026-05-10T13:41:03.668751Z digest=sha256:75f5abd29618c0793b67d27886723e511eb24972cbd99b4ab347c44f46028d30

Observation d67631cf-b0a9-433e-b032-bfb086c97591 · outbound

This paper cites Large Language Model based Multi-Agents: A Survey of Progress and Challenges.

WebMAC: A Multi-Agent Collaborative Framework for Scenario Testing of Web Systems Large Language Model based Multi-Agents: A Survey of Progress and Challenges

Reference 6

Resolution
metadata mismatch
arxiv_id, observed 2026-05-12T06:58:59.611495Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-18T06:30:57.431901+00:00.

source=pdf_text observed=2026-05-10T13:41:03.668751Z digest=sha256:b4ad5ff5c4dad1e72b4083227a34e643cf6240eda0e2ae84358524cddd3d703f

Observation edc8dd2a-ba99-46eb-8015-def3fe46c398 · outbound

This paper cites Large Language Models for Automated Web-Form-Test Generation: An Empirical Study.

WebMAC: A Multi-Agent Collaborative Framework for Scenario Testing of Web Systems Large Language Models for Automated Web-Form-Test Generation: An Empirical Study

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-05-10T13:45:28.429029Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-18T06:30:57.431901+00:00.

source=pdf_text observed=2026-05-10T13:41:03.668751Z digest=sha256:cf1d00901dce966bd8ac207cabe9eef06fa40f4eb0ad5b2de9a5e39490f6727c

Observation cde1996b-1593-4b0f-883f-920362584539 · outbound

This paper cites an unresolved cited work.

WebMAC: A Multi-Agent Collaborative Framework for Scenario Testing of Web Systems Unresolved cited work

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T22:32:53.733962Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-18T06:30:57.431901+00:00.

source=pdf_text observed=2026-05-10T13:41:03.668751Z digest=sha256:3e982a9cfac7da31428d199650dc7fea6098f9e0c970af480d18d9b43b3bc024

Observation 8cd1062c-3539-48a0-b444-86e45abf2009 · outbound

This paper cites an unresolved cited work.

WebMAC: A Multi-Agent Collaborative Framework for Scenario Testing of Web Systems Unresolved cited work

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T22:32:53.739994Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-18T06:30:57.431901+00:00.

source=pdf_text observed=2026-05-10T13:41:03.668751Z digest=sha256:1571860c1ea1b925a773a505bacf6513a8b8099966a0e5b86d8b41a57013d702

Observation 6573d4d2-0203-49f2-8b72-c589dfdca1cf · outbound

This paper cites Scaling Large Language Model-based Multi-Agent Collaboration.

WebMAC: A Multi-Agent Collaborative Framework for Scenario Testing of Web Systems Scaling Large Language Model-based Multi-Agent Collaboration

Reference 10

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T13:45:28.433460Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-18T06:30:57.431901+00:00.

source=pdf_text observed=2026-05-10T13:41:03.668751Z digest=sha256:b2f1883cb82f347ecb2438b5ea7639909155880c3c3f5b59dc7b0da184d2f532

Observation 85fa6c92-2013-42c9-891f-6a7e09f2217b · outbound

This paper cites TESTEVAL: Benchmarking Large Language Models for Test Case Generation.

WebMAC: A Multi-Agent Collaborative Framework for Scenario Testing of Web Systems TESTEVAL: Benchmarking Large Language Models for Test Case Generation

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-10T13:45:28.438819Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-18T06:30:57.431901+00:00.

source=pdf_text observed=2026-05-10T13:41:03.668751Z digest=sha256:8deb527fbb492d3667f6dda3320d3451a2427ef9c5b60b8c037b6691a4b87c3e

Observation 22bf8fa1-49d8-4c43-8b0d-92672c09c933 · outbound

This paper cites Beyond Self-Talk: A Communication-Centric Survey of LLM-Based Multi-Agent Systems.

WebMAC: A Multi-Agent Collaborative Framework for Scenario Testing of Web Systems Beyond Self-Talk: A Communication-Centric Survey of LLM-Based Multi-Agent Systems

Reference 12

Resolution
metadata mismatch
arxiv_id, observed 2026-05-27T02:04:27.865242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-18T06:30:57.431901+00:00.

source=pdf_text observed=2026-05-10T13:41:03.668751Z digest=sha256:22accd2685e9529bda2716b4cb347751e3a3d37fb563f7d9312110d5186b9978

Observation b586ca07-036c-440f-ba50-add33b7bfaef · outbound

This paper cites Scenario-Guided LLM-based Mobile App GUI Testing.

WebMAC: A Multi-Agent Collaborative Framework for Scenario Testing of Web Systems Scenario-Guided LLM-based Mobile App GUI Testing

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-05-10T13:45:28.449149Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-18T06:30:57.431901+00:00.

source=pdf_text observed=2026-05-10T13:41:03.668751Z digest=sha256:804a36153e37de2d762468432d47df2ebfbc22c8adb6a8edbdf872b75c6f6dff

Observation 6ef80354-f932-4f19-9257-d9b9bbf47c17 · outbound

This paper cites Proceedings of the ACM on Software Engineering 1, 1703–1726.

WebMAC: A Multi-Agent Collaborative Framework for Scenario Testing of Web Systems Proceedings of the ACM on Software Engineering 1, 1703–1726

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-05-18T22:32:53.737183Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-07-18T06:30:57.431901+00:00.

source=pdf_text observed=2026-05-10T13:41:03.668751Z digest=sha256:5391c7fd0e818c22b00fe819fd5d6b78abc5cef0813382b7ea04d0e8f300994e

Pith citing papers

No inbound Pith citation observations are available.