Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-07-14T04:41:25.415066Z
Paper Citation Record · LEDGER
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation
As of 22 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 0 inbound Pith citation observations for arXiv:2607.11573.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
59 of 59 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved59
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation fc846901-2c5d-4d9f-ac3b-1bdc77bda31f · outbound
This paper cites Randoop: Feedback-directed random testing for Java,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Randoop: Feedback-directed random testing for Java,
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f9e400d9-bb59-4be6-8c14-f4bab8c32cda · outbound
This paper cites Search-based software test data generation: A survey,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Search-based software test data generation: A survey,
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9ce99fe-8004-459b-9784-d1013a2ace64 · outbound
This paper cites EvoSuite: Automatic test suite generation for object-oriented software,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation EvoSuite: Automatic test suite generation for object-oriented software,
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9449f4a-680d-4a70-8dd9-4f1beeeb5d13 · outbound
This paper cites Search based software engineering: Techniques, taxonomy, tutorial,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Search based software engineering: Techniques, taxonomy, tutorial,
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3c34ceaf-3608-44fd-a766-37a4e3f1bc70 · outbound
This paper cites DART: Directed automated random testing,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation DART: Directed automated random testing,
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d3a4d42b-c07b-48ef-aff1-344cad83dae3 · outbound
This paper cites A survey of symbolic execution techniques,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation A survey of symbolic execution techniques,
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 288bc765-3ef1-473b-8415-784652d37f57 · outbound
This paper cites CUTE: A concolic unit testing engine for C,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation CUTE: A concolic unit testing engine for C,
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation afe81fe5-a6fe-4b64-b735-bc7907fb4e45 · outbound
This paper cites KLEE: Unassisted and automatic generation of high-coverage tests for complex systems programs,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation KLEE: Unassisted and automatic generation of high-coverage tests for complex systems programs,
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16616a58-f4a7-456d-a5da-4e304e59e290 · outbound
This paper cites Evaluating Large Language Models Trained on Code.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Evaluating Large Language Models Trained on Code
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a348f4b4-55cf-49ba-8bf4-50c48353c200 · outbound
This paper cites An empirical evaluation of using large language models for automated unit test generation,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation An empirical evaluation of using large language models for automated unit test generation,
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ff70d84-38ab-42f1-b6d2-a20369c7de08 · outbound
This paper cites ChatUniTest: A framework for LLM-based test generation,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation ChatUniTest: A framework for LLM-based test generation,
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b167f56-c8a9-49e8-baea-c5586551bd9b · outbound
This paper cites RUG: Turbo LLM for Rust unit test generation,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation RUG: Turbo LLM for Rust unit test generation,
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 369c8808-5317-4eff-ae41-b006d45acb35 · outbound
This paper cites Knowledge matters: Injecting project and testing knowledge into LLM-based unit test generation,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Knowledge matters: Injecting project and testing knowledge into LLM-based unit test generation,
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ce792a6-8c92-4cca-9d0e-4bf433db2121 · outbound
This paper cites Knowledge Matters: Injecting Project and Testing Knowledge into LLM-based Unit Test Generation.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Knowledge Matters: Injecting Project and Testing Knowledge into LLM-based Unit Test Generation
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6d297fa-6e87-444b-8921-3eedcd774fcb · outbound
This paper cites The oracle problem in software testing: A survey,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation The oracle problem in software testing: A survey,
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc013ead-d668-4180-92b2-3a4407b1d7ea · outbound
This paper cites Evaluating and improving ChatGPT for unit test generation,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Evaluating and improving ChatGPT for unit test generation,
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 85f2bd94-9fa7-4a45-81f3-3e7905a7788e · outbound
This paper cites YATE: The Role of Test Repair in LLM-Based Unit Test Generation.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation YATE: The Role of Test Repair in LLM-Based Unit Test Generation
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 308ed015-4dfd-468b-bfd5-0009cad12ce8 · outbound
This paper cites CodaMOSA: Escaping coverage plateaus in test generation with pre-trained large language models,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation CodaMOSA: Escaping coverage plateaus in test generation with pre-trained large language models,
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a419994a-6877-4716-8b63-7966ef314837 · outbound
This paper cites CoverUp: Effective high coverage test generation for Python,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation CoverUp: Effective high coverage test generation for Python,
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9fe107f-8785-4046-acf6-86e21e8c7c54 · outbound
This paper cites An analysis and survey of the development of mutation testing,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation An analysis and survey of the development of mutation testing,
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7da5122-c9c2-41f7-bb28-adde96060b58 · outbound
This paper cites Mutation testing advances: An analysis and survey,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Mutation testing advances: An analysis and survey,
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1fc6f2c3-a4ba-4f17-83d3-cb4dd0ec5e6a · outbound
This paper cites Effective test generation using pre-trained large language models and mutation testing,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Effective test generation using pre-trained large language models and mutation testing,
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 823a3af4-5871-40ee-8e6c-c09537a6a066 · outbound
This paper cites Mutation-guided unit test generation with a large language model,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Mutation-guided unit test generation with a large language model,
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f08dafbb-735d-4d3c-b8ca-2b123153ab03 · outbound
This paper cites Defects4J: A database of existing faults to enable controlled testing studies for Java programs,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Defects4J: A database of existing faults to enable controlled testing studies for Java programs,
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e0bbcbe-558f-4da1-87c2-a487b9bf7cbd · outbound
This paper cites Bugs.jar: A large- scale, diverse dataset of real-world Java bugs,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Bugs.jar: A large- scale, diverse dataset of real-world Java bugs,
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9497f466-00fd-40f9-b396-05bad901d7af · outbound
This paper cites BEARS: An extensible Java bug benchmark for automatic program repair studies,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation BEARS: An extensible Java bug benchmark for automatic program repair studies,
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 290e3b4d-add5-4e1b-a9ec-6f09891ddb10 · outbound
This paper cites GitBug-Java: A reproducible benchmark of recent Java bugs,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation GitBug-Java: A reproducible benchmark of recent Java bugs,
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3bd56564-f01d-4a2d-b927-fa7f2c70ddcc · outbound
This paper cites The GitHub Recent Bugs Dataset for Evaluating LLM-based Debugging Applications.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation The GitHub Recent Bugs Dataset for Evaluating LLM-based Debugging Applications
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 059154c6-f084-49ab-847e-6b0fa88bff5d · outbound
This paper cites Code-A1: Adversarial evolving of code LLM and test LLM via reinforcement learning,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Code-A1: Adversarial evolving of code LLM and test LLM via reinforcement learning,
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9eb4a3d7-c4f1-4a64-b0ea-d4538bb76bd4 · outbound
This paper cites Toward Training Superintelligent Software Agents through Self-Play SWE-RL.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Toward Training Superintelligent Software Agents through Self-Play SWE-RL
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d99f2129-b59c-4e44-b96f-92ac0a366cd8 · outbound
This paper cites A VIATOR: Towards AI-agentic vulnerability injection workflow for high-fidelity, large-scale code security dataset,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation A VIATOR: Towards AI-agentic vulnerability injection workflow for high-fidelity, large-scale code security dataset,
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 65f84492-7956-4eac-9981-c510a879d328 · outbound
This paper cites Prometheus: Towards long- horizon codebase navigation for repository-level problem solving,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Prometheus: Towards long- horizon codebase navigation for repository-level problem solving,
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ffea6fbf-1d5f-4fb8-a8bc-153a955296ca · outbound
This paper cites MuJava: An automated class mutation system,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation MuJava: An automated class mutation system,
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5f32bc9b-a675-49ce-be54-180f75f58d7e · outbound
This paper cites FixMiner: Mining relevant fix patterns for automated program repair,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation FixMiner: Mining relevant fix patterns for automated program repair,
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09423c65-be0f-4583-8c4e-87c1766f50a2 · outbound
This paper cites RepoCoder: Repository-Level Code Completion Through Iterative Retrieval and Generation.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation RepoCoder: Repository-Level Code Completion Through Iterative Retrieval and Generation
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 17c52b95-bdaa-458e-b7da-a0068aefe05b · outbound
This paper cites Whole test suite generation,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Whole test suite generation,
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 701f3241-abae-4028-b1cc-d17682607be3 · outbound
This paper cites Coverage is not strongly correlated with test suite effectiveness,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Coverage is not strongly correlated with test suite effectiveness,
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33f3eb63-7fce-4122-b242-ac88982ab5c3 · outbound
This paper cites Is mutation an appropriate tool for testing experiments?.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Is mutation an appropriate tool for testing experiments?
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 91db1da8-58d9-40bd-9c3f-faf24658b5c0 · outbound
This paper cites Are mutants a valid substitute for real faults in software testing?.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Are mutants a valid substitute for real faults in software testing?
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f8ad272f-e5c3-4b98-a7a6-524f06bcd175 · outbound
This paper cites JaCoCo Java code coverage library,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation JaCoCo Java code coverage library,
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c035a35c-3e67-4ce1-ad4a-a62c463f1cb1 · outbound
This paper cites MAJOR: An efficient and extensible tool for mutation analysis in a Java compiler,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation MAJOR: An efficient and extensible tool for mutation analysis in a Java compiler,
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 45f88128-bbd1-49fc-9f48-261e23452617 · outbound
This paper cites On the Evaluation of Large Language Models in Unit Test Generation.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation On the Evaluation of Large Language Models in Unit Test Generation
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2531fb8b-8ad2-4b03-b166-5b8655642565 · outbound
This paper cites TestSpark: IntelliJ IDEA’s ultimate test generation com- panion,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation TestSpark: IntelliJ IDEA’s ultimate test generation com- panion,
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d1002b3-8cc1-456c-90cb-83559239b02e · outbound
This paper cites HITS: High-coverage LLM- based unit test generation via method slicing,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation HITS: High-coverage LLM- based unit test generation via method slicing,
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f5b994b6-6f46-429e-8625-ebd8d0c213a3 · outbound
This paper cites Advancing code coverage: Incorporating program analysis with large language models,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Advancing code coverage: Incorporating program analysis with large language models,
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 87a28ea7-75a4-43e4-b166-308e37360420 · outbound
This paper cites LLM Test Generation via Iterative Hybrid Program Analysis.
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.
Observation 93659039-75e8-4b70-bf11-54a10d4d197d · outbound
This paper cites Enhancing LLM's Ability to Generate More Repository-Aware Unit Tests Through Precise Contextual Information Injection.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Enhancing LLM's Ability to Generate More Repository-Aware Unit Tests Through Precise Contextual Information Injection
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1aa0e6ab-e923-4473-971e-8914ae42ff68 · outbound
This paper cites CITYW ALK: Enhancing LLM-based C++ unit test generation via project-dependency awareness and language-specific knowledge,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation CITYW ALK: Enhancing LLM-based C++ unit test generation via project-dependency awareness and language-specific knowledge,
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 70e0ee7f-fc01-45c2-b2b0-033f58d4cfba · outbound
This paper cites Type-aware LLM- based regression test generation for Python programs,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Type-aware LLM- based regression test generation for Python programs,
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 710a484d-c1e7-4c28-a7e3-7f7623e8e851 · outbound
This paper cites ASTER: Natural and multi-language unit test generation with LLMs,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation ASTER: Natural and multi-language unit test generation with LLMs,
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd3eae91-bc7e-4f28-9982-b234a55a1e85 · outbound
This paper cites Test intention guided LLM-based unit test generation,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Test intention guided LLM-based unit test generation,
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6041ef3-80c1-4613-b450-09661fefa78c · outbound
This paper cites Generating Project-Specific Test Cases with Requirement Validation Intention.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Generating Project-Specific Test Cases with Requirement Validation Intention
Reference 52
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0addf0dc-70ac-4741-a32e-49fe0c7b1974 · outbound
This paper cites Code-aware prompting: A study of coverage-guided test generation in regression setting using LLM,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Code-aware prompting: A study of coverage-guided test generation in regression setting using LLM,
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d8d3b27d-3a01-4fd0-82de-9cf1b06521ba · outbound
This paper cites Fuzz4All: Universal fuzzing with large language models,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Fuzz4All: Universal fuzzing with large language models,
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09f07f0d-f2fe-467a-8bfe-7c55dbae3b8e · outbound
This paper cites Large language model guided protocol fuzzing,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Large language model guided protocol fuzzing,
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0278ec51-4a14-4152-88b9-146a41a1e07e · outbound
This paper cites Fine-grained and accurate source code differencing,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Fine-grained and accurate source code differencing,
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6cb7da1-1a6a-4b65-a7e8-e8169c3bfd72 · outbound
This paper cites How often do single-statement bugs occur? the ManySStuBs4J dataset,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation How often do single-statement bugs occur? the ManySStuBs4J dataset,
Reference 57
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 106f45a5-6ecd-4dd4-bdc4-6a5fc65b3866 · outbound
This paper cites Automatic patch generation learned from human-written patches,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation Automatic patch generation learned from human-written patches,
Reference 58
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9745234a-7f13-4cec-bed2-b6fb11f2ff8e · outbound
This paper cites TBar: Revisiting template-based automated program repair,.
Knowledge-Guided Synthetic Bug Feedback for LLM-Based Unit Test Generation TBar: Revisiting template-based automated program repair,
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-07-14T04:41:25.415066Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.