Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T05:16:46.869434Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 51 of 51 outbound references and 2 inbound Pith citation observations for arXiv:2504.21161.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T05:16:46.869434Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T14:48:10.530326Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T06:17:42.150037Z
51 of 51 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 492efbef-7267-42da-90d5-b938cac8a0fa · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1033a088-1f8f-4394-ad28-5decf555cebf · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Sommerville, Software Engineering, 9/E
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8bb2dc02-7c0c-441a-8975-f43543db7401 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments How to Write Doc Comments for the Javadoc Tool
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 60feb8b0-6eea-475b-a13a-a54c6910ac34 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments perlpod - the Plain Old Documentation format - Perldoc Browser
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7ab28c58-60ea-4335-a65a-c2ff75765119 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Doxygen homepage
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a69c4df8-273b-46ae-babe-bc703a1c6f25 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments [Online]
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7ba2969e-af99-4fba-97d5-7988929ec024 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Translating code comments to procedure spec- ifications,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7b11f860-b9ad-4c67-853a-b79f492b040a · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments The oracle problem in software testing: A survey,
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88f45b67-fae7-4613-82c5-96471d5d5b0e · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments DART: directed automated random testing,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 4ee95e18-5274-4c54-9aad-e3ecca899c3b · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments JPF-SE: A Symbolic Execution Extension to Java PathFinder,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 6b4617bc-8bb7-4669-9d38-19aaa6f3eb14 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Feedback-directed random test generation,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e1affb81-e772-49af-91c5-ab4ffa588787 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Whole Test Suite Generation,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b8bf21d5-91bc-416f-9e9c-6dbce725899f · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Jpf-Se: A symbolic execution extension to Java pathfinder,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 70931d49-1c6d-4f7d-9d2f-c3ba80c021b4 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Symbolic Execution of Programs with Heap Inputs,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 97819f93-a307-4ccc-bb01-6c5d1616a973 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments JBSE: A Symbolic Executor for Java Programs with Complex Heap Inputs,
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e3dcbe45-5fe0-4e93-93f5-3ce415651aa7 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Combining symbolic execution and search-based testing for programs with complex heap inputs,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a98db4d5-fb35-4711-8b86-89977f394896 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Search-Based Software Test Data Generation: A Survey,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 96f3ec93-63d5-45a2-a4e9-53dbfd6377df · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Evolutionary Testing of Classes,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a99dce0a-8600-4ed0-a7c8-2c9ac4d620fb · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments A survey of symbolic execution techniques,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bfaa29ee-2fa9-4c78-83c3-28747fcfcec9 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Search-based software engineering: Trends, techniques and applications,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 5dba32f3-fb14-4cd0-83a4-84851ac5c57a · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Pezz `e and M
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f2dbe0ff-624a-400c-aab8-e5dea2e7977c · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments The category-partition method for specifying and generating functional tests,
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1e3baed6-09af-491e-96e7-f3f88b2679da · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Evosuite: Automatic test suite generation for object-oriented software,
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 46ead114-d775-472c-8d69-64d8b8b1797a · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Automatically gen- erating test cases for safety-critical software via symbolic execution,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 774cc8d4-ccdb-4b19-8874-572f4ad22b2e · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Whole test suite generation,
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d734ee83-3015-4ed0-84dd-cad1dfb73429 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments The stanford corenlp natural language processing toolkit,
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a778491d-7276-422b-aac4-cbe37e502ca4 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Generating typed dependency parses from phrase structure parses
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation bc53e9ce-c9d4-4225-946a-0d9ccb9dafcd · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Com- bining multiple coverage criteria in search-based unit test generation,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation b15db914-00ce-4034-936b-b8b9807bda11 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Evosuite at the sbst 2021 tool competition,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 998e83db-b4e3-45a6-aa2c-5d30416cb895 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Unit Test Case Generation with Transformers and Focal Context
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ae23cb1b-5ce3-4d70-b8fe-dcacab51fe9b · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments A3Test: Assertion-Augmented Automated Test Case Generation
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5117ff5b-c2ad-462d-90e2-a1c4c4f8d3df · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments What is a good test case?
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 87929349-abad-43b4-8092-7ddaf2e00609 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Release ISSTA 2016 · albertogoffi/toradocu
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 8f4a7503-bf55-4d65-8085-af613fe77f53 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments toradocu/src/test/resources/goal-output at master · albertogoffi/- toradocu · GitHub
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0e4420bc-eac5-40f8-88b0-0b52ffbfb802 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Jbmc: A bounded model checking tool for verifying java bytecode,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7d23506c-aac6-4422-b68d-585085377517 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Pex: White box test generation for .NET,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 70692726-3f26-448b-b889-d8fc7fb6e0eb · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Assertion-oriented automated test data generation,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 715b1b5f-d485-417b-add9-2250bd08b402 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Cute and jcute: Concolic unit testing and explicit path model-checking tools: (tool paper),
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a8acc3a9-f543-4096-b570-075c4b723643 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Automated test generation for activation of assertions in rtl models,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f1e38812-ba5c-4243-9f8a-d773c65cccd1 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Checking java assertions using automated test-case generation,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ece13820-db19-483c-b318-3ca4be2aa996 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Unresolved cited work
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation db5c0f7d-3a45-46a5-9c1f-7a4b5e58f461 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Automated program flaw finding using simulated annealing,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c0db7fe7-987f-47b1-9ab4-aea4ca429475 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Pseudo-oracles for non-testable programs,
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1031ad49-0c83-459b-b7b9-cd8af96bcf64 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Generating diverse software versions with genetic program- ming: an experimental study,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 56b13a1e-535b-49c9-b377-bcc3cd5ae358 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Search-based failure discovery using testability transfor- mations to generate pseudo-oracles,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e0cfe4c0-1f7a-4f50-a506-04624b5eab0b · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Automatic system testing of programs without test oracles,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 0f169771-6403-4da2-ac63-cc52698aea66 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Using jml runtime assertion checking to automate metamorphic testing in applications without test oracles,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation c54feae8-1c47-4bd1-a31d-6389d9744ec9 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Statistical metamorphic testing testing programs with random output by means of statistical hypothesis tests and metamorphic testing,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f18aeeb0-1795-4c59-8e40-cb2aa6b5698f · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Inferring better contracts,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 934625d5-eea7-4338-a095-eae8c945f490 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Stateful testing: Finding more errors in code and contracts,
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3ebffee4-5c30-42aa-958f-87c8a4f856d2 · outbound
Automated Test Generation from Program Documentation Encoded in Code Comments Available: http://dx.doi.org/10.1109/ASE.2011.6100094
Reference 443
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bf0dd2cd-aa89-49a3-bca1-ac90e08738fa · inbound
Beyond Coverage and Kill Scores: Empirically Measuring Test Suite Behavioural Gaps Automated Test Generation from Program Documentation Encoded in Code Comments
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a01a08b5-d30e-4446-a03e-22be3ce95331 · inbound
SONAR: Task-Aware Code Summary Evaluation for LLM Consumers Without References Automated Test Generation from Program Documentation Encoded in Code Comments
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.