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Paper Citation Record · LEDGER

PyTester: Deep Reinforcement Learning for Text-to-Testcase Generation

As of 13 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 3 inbound Pith citation observations for arXiv:2401.07576.

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

pith.paper-citation-record.v1
2401.07576 v2

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 2026-08-12T06:34:41.77262+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T17:06:34.006772Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-10T18:30:16.440590Z

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 69594cc3-4952-4fdb-812e-c0ed64250d62 · inbound

Human-In-the-Loop Software Development Agents cites this paper.

Human-In-the-Loop Software Development Agents PyTester: Deep Reinforcement Learning for Text-to-Testcase Generation

Reference 17

Resolution
unresolved
no resolver link, observed 2026-08-12T17:06:34.006772Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T17:06:34.006772Z digest=sha256:1423445ed38a53752820b2e3859b86b1594fc33c50c590c2b4bcaed56e942786

Observation 809e34c6-d646-4a51-96ac-62fe42e93490 · inbound

ViUniT: Visual Unit Tests for More Robust Visual Programming cites this paper.

ViUniT: Visual Unit Tests for More Robust Visual Programming PyTester: Deep Reinforcement Learning for Text-to-Testcase Generation

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-11T17:34:37.860729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T17:34:37.860729Z digest=sha256:b2d9f18c2a8a201a46be1b3cb53b0e1e2d71afd53adb0df8710f161ec040ef75

Observation da211f26-e947-4538-bb39-dd7aada43fff · inbound

Code Readability in the Age of Large Language Models: An Industrial Case Study from Atlassian cites this paper.

Code Readability in the Age of Large Language Models: An Industrial Case Study from Atlassian PyTester: Deep Reinforcement Learning for Text-to-Testcase Generation

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-08-10T18:30:16.448401Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-08-10T18:30:16.097848Z digest=sha256:8fe5f15c88fdd9167a00aefe5e46645dbf85f5d45735e912c89dfb26bc5de61a