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Paper Citation Record · LEDGER

Deep Reinforcement Learning for Automated Web GUI Testing

As of 24 July 2026, this Paper Citation Record lists 0 of 0 outbound references and 2 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 2 of 2 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-07-24T06:31:00.690269+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-06-29T04:23:47.000491Z

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 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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-05-16T06:02:14.073712Z digest=sha256:6206cf201e2afea6b1d035f6ba346d66312ec6c61eb4f2dfa69843031924179b

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 2026-07-24T06:31:00.690269+00:00.

source=pdf_text observed=2026-06-29T04:23:47.000491Z digest=sha256:d66af9926dbd90c280ba9c3afe40fa909c4b4178fbeb284fb503d75c209d94d9