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Paper Citation Record · LEDGER

Deep Reinforcement Learning for Automated Web GUI Testing

As of 16 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2504.19237.

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

pith.paper-citation-record.v1
2504.19237 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 3 of 3 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:07:54.945249Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T16:55:51.266893Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation 2e854db7-891f-410f-9fbe-4a9b706a7bd0 · inbound

Temac: Multi-Agent Collaboration for Automated Web GUI Testing cites this paper.

Temac: Multi-Agent Collaboration for Automated Web GUI Testing Deep Reinforcement Learning for Automated Web GUI Testing

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T12:07:54.945249Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T12:07:54.945249Z digest=sha256:e022162655137585339eaf6140da948db17bab6a56b96b13763a4208aa7ca477

Observation 8c85e4fe-6f71-4470-bad7-48f0cad54878 · inbound

WebTestPilot: Agentic End-to-End Web Testing against Natural Language Specification by Inferring Oracles with Symbolized GUI Elements cites this paper.

WebTestPilot: Agentic End-to-End Web Testing against Natural Language Specification by Inferring Oracles with Symbolized GUI Elements Deep Reinforcement Learning for Automated Web GUI Testing

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-16T06:02:24.832334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-05-16T06:02:14.073712Z digest=sha256:bfac86499d9cd9f2201613016d99b5121479ea5b51cebd5677ca5a308aac7aae

Observation 212c3b74-873c-4e38-ad36-56fbdae65328 · inbound

LLM-Assisted Model-Based GUI Testing for Vue.js Web Applications cites this paper.

LLM-Assisted Model-Based GUI Testing for Vue.js Web Applications Deep Reinforcement Learning for Automated Web GUI Testing

Reference 17

Resolution
verified exact
arxiv_id, observed 2026-07-01T16:55:51.268734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-06-29T04:23:47.000491Z digest=sha256:a3bd41b8431d7cc11b8ad50cc0fc45aaa194bfac34431aae94c05ab5629356d7