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Paper Citation Record · LEDGER

LLM Test Generation via Iterative Hybrid Program Analysis

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 12 inbound Pith citation observations for arXiv:2503.13580.

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

pith.paper-citation-record.v1
2503.13580 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 12 of 12 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:21:02.301289Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T08:47:49.717862Z

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 5b67dd32-45a8-463c-be9e-0584433cd485 · inbound

Mutation-Guided Unit Test Generation with a Large Language Model cites this paper.

Mutation-Guided Unit Test Generation with a Large Language Model LLM Test Generation via Iterative Hybrid Program Analysis

Reference 34

Resolution
verified exact
arxiv_id, observed 2026-05-19T11:07:15.194777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-19T11:05:15.898419Z digest=sha256:ca7d83d6c766af40a51c197fafdb525f5fa4ecb249a8626796e0b9483ea1dac5

Observation c51a837b-44fe-4ab7-9bf6-58533ccf9eb9 · inbound

YATE: The Role of Test Repair in LLM-Based Unit Test Generation cites this paper.

YATE: The Role of Test Repair in LLM-Based Unit Test Generation LLM Test Generation via Iterative Hybrid Program Analysis

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-15T18:21:02.301289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:21:02.301289Z digest=sha256:6d6bb72ae4b7aa514d9cc91705daa4418a445c60835ffb1f041c3eb033373e6f

Observation 03c7f832-511c-4654-9b9b-3c57603d5b94 · inbound

Hamster: A Large-Scale Study and Characterization of Developer-Written Tests cites this paper.

Hamster: A Large-Scale Study and Characterization of Developer-Written Tests LLM Test Generation via Iterative Hybrid Program Analysis

Reference 36

Resolution
unresolved
no resolver link, observed 2026-08-04T13:35:36.146290Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T13:35:36.146290Z digest=sha256:84e869334bc80e83d5dbceb0756ee892741764d0ff769ee25aa1816b2c4b3c71

Observation 0e78511b-8af9-490d-b76c-4263228ff316 · inbound

ATLAS: Multi-View Code Representation Tool for C and C++ Source Programs cites this paper.

ATLAS: Multi-View Code Representation Tool for C and C++ Source Programs LLM Test Generation via Iterative Hybrid Program Analysis

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-03T16:42:12.047424Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T16:42:12.047424Z digest=sha256:b7a6bf946359a7c9c444cc1774c7ea87ca214e35f244df206ea4ad92f3ae3dd2

Observation 1583a376-d2fb-4bee-a6c6-08207a0409ed · inbound

How well LLM-based test generation techniques perform with newer LLM versions? cites this paper.

How well LLM-based test generation techniques perform with newer LLM versions? LLM Test Generation via Iterative Hybrid Program Analysis

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-03T10:33:58.819754Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T10:33:58.819754Z digest=sha256:1fc198dd6693400a2bfb88a431060056dae8415ddce3b6e138392ed76c86c165

Observation 1544101b-4c58-47e8-8347-2f1e57d7cb7a · inbound

TestDecision: Sequential Test Suite Generation via Greedy Optimization and Reinforcement Learning cites this paper.

TestDecision: Sequential Test Suite Generation via Greedy Optimization and Reinforcement Learning LLM Test Generation via Iterative Hybrid Program Analysis

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-13T21:38:18.760084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-13T21:36:14.478007Z digest=sha256:7cb3da7188357d09de865f25989c7ffe96b64b66a98fadc7b6fe0b71bc6981af

Observation 82f24b70-35a5-4d7c-86c2-ee36e7b62f39 · inbound

Call-Chain-Aware LLM-Based Test Generation for Java Projects cites this paper.

Call-Chain-Aware LLM-Based Test Generation for Java Projects LLM Test Generation via Iterative Hybrid Program Analysis

Reference 13

Resolution
verified exact
arxiv_id, observed 2026-05-11T14:51:09.771766Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-09T20:56:02.634264Z digest=sha256:5ad4741bea52a42db07e2c31bd781051b2c26d3b41ea86858408c794f1d24161

Observation 919bdf7e-d4c1-4714-8e6c-0d5a214a2e3f · inbound

LLM-based Mockless Unit Test Generation for Java cites this paper.

LLM-based Mockless Unit Test Generation for Java LLM Test Generation via Iterative Hybrid Program Analysis

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-06-29T16:33:39.604473Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-06-29T15:48:44.666217Z digest=sha256:307b47181a4746252edae38b1b2700d013aa5acecdf7eabeb614ba436491d89c

Observation 8ab44927-43f8-4bca-ab21-69b3d5b0acee · inbound

Guiding Human Validation of LLM-Generated Code via Verifiable Literate Programming cites this paper.

Guiding Human Validation of LLM-Generated Code via Verifiable Literate Programming LLM Test Generation via Iterative Hybrid Program Analysis

Reference 22

Resolution
verified exact
arxiv_id, observed 2026-07-03T08:47:49.726365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-07-03T08:42:04.804042Z digest=sha256:5e19e3c2cda9d429600366c9b27b036dfa470f6375c55d8efcca46c9f6f3be7e

Observation 314eb407-147c-4853-9f82-ebd99666d83c · inbound

TATG: Tracking-Aware Testing Objective for LLM-based Test Generation cites this paper.

TATG: Tracking-Aware Testing Objective for LLM-based Test Generation LLM Test Generation via Iterative Hybrid Program Analysis

Reference 3

Resolution
unresolved
no resolver link, observed 2026-07-12T04:13:54.470954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T04:13:54.470954Z digest=sha256:ba320f8390ef690fa7beee5d3582a3ccd56db488bab8154ebcac0b5e11e51047

Observation 87a28ea7-75a4-43e4-b166-308e37360420 · inbound

Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation cites this paper.

Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation LLM Test Generation via Iterative Hybrid Program Analysis

Reference 46

Resolution
unresolved
no resolver link, observed 2026-07-14T04:41:25.415066Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T04:41:25.415066Z digest=sha256:44e0436d17905f25411f52ff47b6404e3e4c15c972c1d669b2cefe004df2ce24

Observation 890dc7ee-5cb6-47b5-9583-8ea66d4510f0 · inbound

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback cites this paper.

Refining LLM-based Directed Test Input Generation via Runtime Value Feedback LLM Test Generation via Iterative Hybrid Program Analysis

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-12T00:43:42.909402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T00:43:42.909402Z digest=sha256:bbb86c00d8a3243b23a750ba950ca183fdfc34e7d7e3867bcddb121acd19ad46