Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T20:47:32.274214Z
Paper Citation Record · LEDGER
As of 7 August 2026, this Paper Citation Record lists 49 of 49 outbound references and 0 inbound Pith citation observations for arXiv:2608.03337.
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 2026-08-05T20:47:32.274214Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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
49 of 49 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ed68c4f2-8806-4627-bbd4-6dae56578244 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Reusing ui elements with model-based user interface development,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 686149af-2f9c-4093-af42-b8023b53c1f3 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Why do developers use trivial packages? an empirical case study on npm,
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation f75e6d5b-1531-45eb-84f9-da60ddf7f750 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Modern front end web archi- tectures with react. js and next. js,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 62718f17-9697-475b-bbd4-89b898546fdc · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations An empirical comparison of dependency network evolution in seven software packaging ecosystems,
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ec09ff7-8975-4260-a343-8f8305a4fb6b · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Awesome react. js (unleash the power of modern ui building),
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 752c3786-4266-46e7-badb-b246d8267546 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Dependency-induced waste in continuous integration: An empirical study of unused depen- dencies in the npm ecosystem,
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 379ca7fa-951c-4e2e-ad94-892e99015f14 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations I depended on you and you broke me: An empirical study of manifesting breaking changes in client packages,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1e70e2ae-583d-4320-b811-afc268a6cc36 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations The oracle problem in software testing: A survey,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 019696ac-c46f-40f1-bcf4-08487e2b0da1 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Accessibility issues in android apps: state of affairs, sentiments, and ways forward,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 04328804-b498-4cd4-be00-df94ed26108d · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Declarui: Bridging design and development with automated declarative ui code generation,
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ba44a9ed-b5b4-4bd0-96a3-0ea2a5fea096 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Semantic web accessibility testing via hierarchical visual analysis,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8d13ff14-f358-4e5b-ac51-80d3574c8415 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Coverage is not strongly correlated with test suite effectiveness,
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6ce1ac7a-12d8-4323-a7b5-3d3d53896674 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Code coverage for suite evaluation by developers,
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5e8ed59d-9343-46e4-a394-d99b9484b63d · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Code coverage and postrelease defects: A large-scale study on open source projects,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fb39cb92-5c17-41eb-a927-a96f10ad1d3d · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Is mutation an appropriate tool for testing experiments?
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8b1d0a63-0fb3-47e4-a860-76051079ab16 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Assessing oracle quality with checked coverage,
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1b24aee4-86f7-4338-8222-8a4fd303a450 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Metamorphic relations for enhancing system understanding and use,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b4c05f7c-78a0-452d-bf6b-f8bbdc659974 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Automated metamorphic-relation generation with chatgpt: An experience report,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 24c000f0-d567-48c6-ab58-ebbd9014d616 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Metamorphic relation generation: State of the art and research directions,
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 235da4c2-62bc-4946-a90a-89b5904640cb · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Metamorphic testing: A review of challenges and opportunities,
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 76c64398-ffe4-4d57-ae0d-37007b98bb59 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Metamorphic testing of large language models for natural language processing,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation be39dd05-6654-4a9d-a3ef-120f02d559e7 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Large language models: The next frontier for variable discovery within metamorphic testing?
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a95f82a4-af61-47dd-8758-327011a5d931 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Deeptest: Automated testing of deep-neural-network-driven autonomous cars,
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8309a530-d76f-4d9a-9824-d60efe6416fc · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Deeproad: Gan-based metamorphic testing and input validation framework for autonomous driving systems,
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6ebc6ab1-69a7-4ccc-9bc1-fa3663228fe8 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations An empirical comparison of compiler testing techniques,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d9dff5a3-88cd-4d35-9f91-8797b0d1c678 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Abstraction- aware inference of metamorphic relations,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e7f8b811-4601-4aa2-8d52-8d8b279a6005 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Improving oracle quality by detecting brittle assertions and unused inputs in tests,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8c86bc1e-3fbe-4582-ba00-3699fdb727ab · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Property-based testing in practice,
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation bbe1033e-190a-4aa1-9fd5-d929afc80324 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations React apps with server-side rendering: Next. js,
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fcd9f45b-a7b3-43c3-921e-c8d1d9e12d79 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Misty: Ui prototyping through interactive conceptual blending,
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3bf1195b-8894-4093-9766-be5dabe1fdb1 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Enhancing user engagement through adaptive ui/ux design: A study on personalized mobile app interfaces,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation dfc3bf9c-60f7-4537-a0c5-03583c876581 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Llamatouch: A faithful and scalable testbed for mobile ui task automation,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a62779de-833e-4391-a10f-442335344426 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Mutation testing advances: an analysis and survey,
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1101f4e8-611e-45c7-ac54-bc1d82ebb560 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Evaluating the impact of experimental assumptions in automated fault localization,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2f609548-7ed0-40e7-8fe2-ea6fdc67f6b5 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Metamorphic Testing: A New Approach for Generating Next Test Cases
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f4ee1c0-da86-48a3-913c-8560e491d10d · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations A survey on metamorphic testing,
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 90411cf3-d564-430c-9a0f-690ec0e4c339 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations How effectively does metamorphic testing alleviate the oracle problem?
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 950d7289-ab8e-4016-a829-702dcb821e7b · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Towards generating executable metamorphic relations using large language mod- 11 els,
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 89360273-cef4-4ca8-9065-b85304151f35 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Genmorph: Automatically generating metamorphic relations via genetic programming,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d7cce37a-9bd8-4030-a3db-5304017470ff · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Selecting and constraining metamorphic relations,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4615dabf-628f-426a-a949-4e9c6b6ce0af · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Can llms reason about program semantics? a comprehensive evaluation of llms on formal specification inference,
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4ca85e4a-930b-4716-bccd-8834c40e7efe · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Specgen: Automated generation of formal program specifications via large language models,
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a9512d70-43c4-4239-8acf-4181eff63908 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Hierarchical gui test case generation using automated planning,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab026b75-717d-48f4-b999-631d7d1bb235 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Designing and comparing automated test oracles for gui-based software applications,
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 8ae9a6cf-274c-4345-b070-589b071b5a30 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Combodroid: generating high-quality test inputs for android apps via use case combinations,
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 599f33ba-b59e-43fc-baf1-01e4891261f2 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Vet: identifying and avoiding ui exploration tarpits,
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7997e9c9-2a8e-47f1-83c0-59f870ca9fb7 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Testing web enabled simulation at scale using metamorphic testing,
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c0fb6522-3308-422b-b9bc-a2a582bcd430 · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations On the relation of test smells to software code quality,
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4e1bd688-af13-4efd-be43-27af780809ea · outbound
Assessing Behavioral Validation in UI Component Test Suites Using Inferred Metamorphic Relations Smells in system user interactive tests,
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
No inbound Pith citation observations are available.