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Paper Citation Record · LEDGER

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection

As of 14 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2607.09345.

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

pith.paper-citation-record.v1
2607.09345 v1

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-13T03:44:09.309934Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

56 of 56 outbound references displayed

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  • unresolved55
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  • malformed identifier1
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External citation measurements

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Outbound references

Observation 35f1b600-ef73-4abe-815a-5e866ab5b649 · outbound

This paper cites Cost of flaky tests in con- tinuous integration: An industrial case study,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Cost of flaky tests in con- tinuous integration: An industrial case study,

Reference 1

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Observation a364c06d-d03d-4f3c-8a4f-786c3c99a8a2 · outbound

This paper cites Understanding flaky tests: the developer’s perspective,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Understanding flaky tests: the developer’s perspective,

Reference 2

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Observation 249adf12-6335-433b-8a41-64abd9f4ea21 · outbound

This paper cites Presubmit rescue: Auto- matically ignoring flakytest executions,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Presubmit rescue: Auto- matically ignoring flakytest executions,

Reference 3

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Observation fa1e577d-2a89-4a17-8755-b203ef777c27 · outbound

This paper cites Software testing research challenges: An industrial perspective,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Software testing research challenges: An industrial perspective,

Reference 4

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Observation 8fd654f6-c36b-49f7-9521-a8661c104f1f · outbound

This paper cites Taming google- scale continuous testing,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Taming google- scale continuous testing,

Reference 5

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Observation 985d93c2-48d6-4677-b563-74707cb3f438 · outbound

This paper cites Do test and environ- mental complexity increase flakiness? an empirical study of SAP HANA,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Do test and environ- mental complexity increase flakiness? an empirical study of SAP HANA,

Reference 6

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Observation cf053f66-d9d2-49eb-9891-1e176fede54a · outbound

This paper cites Modeling and ranking flaky tests at apple,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Modeling and ranking flaky tests at apple,

Reference 7

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Observation 320a3b22-2c90-4bdf-bcff-f035ea343952 · outbound

This paper cites Empirically detecting false test alarms using association rules,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Empirically detecting false test alarms using association rules,

Reference 8

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Observation e149449f-0449-4002-be10-0d40e1e16e2b · outbound

This paper cites Toward static test flakiness prediction: a feasibility study,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Toward static test flakiness prediction: a feasibility study,

Reference 9

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Observation 932fe7bb-056e-451b-b165-357fbb0640de · outbound

This paper cites Deepflaky: Deep hybrid representation learning for flaky test prediction,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Deepflaky: Deep hybrid representation learning for flaky test prediction,

Reference 10

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Observation 653960b7-6c2e-4d80-ae1c-7ee4027d0f5f · outbound

This paper cites What is the vocabulary of flaky tests?.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection What is the vocabulary of flaky tests?

Reference 11

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Observation c92449ab-5664-46c0-8664-5ec350e5e278 · outbound

This paper cites A replication study on the usability of code vocabulary in predicting flaky tests,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection A replication study on the usability of code vocabulary in predicting flaky tests,

Reference 12

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Observation 6e66754c-32ba-4733-bf17-a4e67623cd6c · outbound

This paper cites The vocabulary of flaky tests in the context of SAP HANA,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection The vocabulary of flaky tests in the context of SAP HANA,

Reference 13

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Observation fd337723-3d97-49b2-89b0-7e7a45a63256 · outbound

This paper cites A preliminary study on the vocabulary of flaky tests in swift,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection A preliminary study on the vocabulary of flaky tests in swift,

Reference 14

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Observation 447fca39-5b59-419f-ba88-f5f20b41206e · outbound

This paper cites Flakeflagger: Predicting flakiness without rerunning tests,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Flakeflagger: Predicting flakiness without rerunning tests,

Reference 15

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:bac8bd32ba1e5f3f5cf5d43cdadcb9071b562b0873d1b762b6b7a3f86948d53f

Observation 188885a3-5bd9-4068-a7ba-f7237d1a09bd · outbound

This paper cites Flakify: A black-box, language model-based predictor for flaky tests,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Flakify: A black-box, language model-based predictor for flaky tests,

Reference 16

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:0473f964f3331d0780f11044906ff0fc6b75ddf7d1c240c33d21bf93fc7add78

Observation f8f2673b-220a-4f71-9eab-8b31c111d2d9 · outbound

This paper cites Understanding and improving flaky test classification,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Understanding and improving flaky test classification,

Reference 17

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:b6e28bd89ab319e3394e1f4759acc216c8392c082b9817d7aaf5e8a3dde43f60

Observation 337e1a26-7e85-4b7e-9ddd-bbbf24251761 · outbound

This paper cites An analysis of LLM fine- tuning and few-shot learning for flaky test detection and classification,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection An analysis of LLM fine- tuning and few-shot learning for flaky test detection and classification,

Reference 18

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Observation 3b622059-0293-4a95-ba71-f33dd5ab484a · outbound

This paper cites Can we classify flaky tests using only test code? an LLM-based empirical study,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Can we classify flaky tests using only test code? an LLM-based empirical study,

Reference 19

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Observation a7c64214-c438-4825-b8b7-15c23ccfe9b2 · outbound

This paper cites The importance of accounting for execution failures when predicting test flakiness,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection The importance of accounting for execution failures when predicting test flakiness,

Reference 20

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Observation 0dab7a53-1f1a-41a7-9026-df029c127e91 · outbound

This paper cites Quan- tizing large-language models for predicting flaky tests,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Quan- tizing large-language models for predicting flaky tests,

Reference 21

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:8518dab2681bd8be68d79ce73868c580ed5e1aa202c498d04815a7b2b575970f

Observation 33aa6fc8-3dc0-44fc-90fc-6e0601436bf3 · outbound

This paper cites How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection (Research Arti- fact),.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection (Research Arti- fact),

Reference 22

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Observation dff90142-cb36-4188-97b6-3a681f69ffe4 · outbound

This paper cites A survey of flaky tests,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection A survey of flaky tests,

Reference 23

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Observation fbe62dad-abef-480c-bab5-9a167c10bfac · outbound

This paper cites Know you neighbor: Fast static prediction of test flaki- ness,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Know you neighbor: Fast static prediction of test flaki- ness,

Reference 24

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:b79bf7920394270979d78b637ec12153ab2dbb81411ee0e952c84513f8dd447b

Observation a920b50b-617d-497f-8411-844bcd25a805 · outbound

This paper cites What is the vocabulary of flaky tests? an extended replication,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection What is the vocabulary of flaky tests? an extended replication,

Reference 25

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:9fcc4b484001803bfb328dcd07f7629407f45da3f67a7cae69ac9cb0d5488820

Observation 4b9749b0-9315-498e-a1da-6a49cb935af0 · outbound

This paper cites Flakyfix: Using large language models for predicting flaky test fix categories and test code repair,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Flakyfix: Using large language models for predicting flaky test fix categories and test code repair,

Reference 26

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Observation 0c7809d6-f4e2-47e5-a534-a760ef6482f7 · outbound

This paper cites Deflaker: automatically detecting flaky tests,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Deflaker: automatically detecting flaky tests,

Reference 27

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Observation 5d2e3b27-165f-49a2-840d-42c7b64ed179 · outbound

This paper cites International Dataset of Flaky Tests (IDoFT),.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection International Dataset of Flaky Tests (IDoFT),

Reference 28

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Observation 63cd649e-797c-4526-b93f-0d7177ec417e · outbound

This paper cites iDFlakies: A framework for detecting and partially classifying flaky tests,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection iDFlakies: A framework for detecting and partially classifying flaky tests,

Reference 29

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:13f8fc67affbbd895db8c75c53aaaa746b1b2d57937b5f3f92f654cdb5cb117b

Observation ddc4e676-9293-468f-979a-b1b43a9069d1 · outbound

This paper cites FlakyCat: Predicting flaky tests categories using few-shot learning,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection FlakyCat: Predicting flaky tests categories using few-shot learning,

Reference 30

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Observation 2e85fd5b-fe6c-474f-932e-ff343bb1d194 · outbound

This paper cites An empirical analysis of flaky tests,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection An empirical analysis of flaky tests,

Reference 31

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:150618aceb9744c29cecb82f28f2f4312e3c3bfb97fed757ad20aa8440e70ff7

Observation 8cabcc50-2ff0-4f26-b13b-5b714a2fc98b · outbound

This paper cites Code- bert: A pre-trained model for programming and natural languages,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Code- bert: A pre-trained model for programming and natural languages,

Reference 32

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Observation 7bd05fc8-84f4-42da-a3e3-1b16f31b9b0b · outbound

This paper cites 1536–1547.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection 1536–1547

Reference 33

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:f3245c3e18b5fd6a8d995c055abe778f82eccb6f5f50271a160c484ffbf09451

Observation e5a3178a-5585-43dc-af30-2f000588ab2c · outbound

This paper cites Artifact Review and Badging — Current,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Artifact Review and Badging — Current,

Reference 34

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:3ace6e7fe9de7d05709a2ba84831ad7aae7c8d74a34a8a673ec251a95c2bb714

Observation d96af790-e0da-43a8-b0c8-af892076631f · outbound

This paper cites Do automatic test generation tools generate flaky tests?.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Do automatic test generation tools generate flaky tests?

Reference 35

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Observation a9fb5459-07aa-4225-826b-14ed90be5581 · outbound

This paper cites On the flakiness of llm-generated tests for industrial and open-source database management systems,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection On the flakiness of llm-generated tests for industrial and open-source database management systems,

Reference 36

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Observation 5b149215-c516-4f00-8dd7-d62925b3ea3c · outbound

This paper cites Research on test flakiness: from unit to system testing,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Research on test flakiness: from unit to system testing,

Reference 37

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Observation f50aca27-7108-45cc-93a6-5230174ce788 · outbound

This paper cites Taming timeout flakiness: An empirical study of SAP HANA,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Taming timeout flakiness: An empirical study of SAP HANA,

Reference 38

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:1d749e3c52711116eb3b18d3895e30f5ef60601daeae0264e9cf1547a4cb6b13

Observation a4b7c34f-5458-4ef1-835a-50b304ef27af · outbound

This paper cites An empirical study of flaky tests in javascript,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection An empirical study of flaky tests in javascript,

Reference 39

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:1fd0e8b7f29a373b8f4ed70680ee43b2094e868d5a0cdff16b7df5f87af9dd01

Observation 6586200a-fe5d-41b5-abdd-33a4462f42ac · outbound

This paper cites An empirical analysis of ui-based flaky tests,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection An empirical analysis of ui-based flaky tests,

Reference 40

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:a050741a993960b09b29be28cd39513577505c22efa0082ea1d9c4b6a0f9a3b9

Observation bf4b9ef1-0b87-4cb4-8077-798a7e59164e · outbound

This paper cites Empirical study of restarted and flaky builds on travis CI,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Empirical study of restarted and flaky builds on travis CI,

Reference 41

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:58dda3849b77447e9130a435f0883c26125e59f3dd1b5245496d3c02bc4b9dee

Observation 43b57728-01a8-46b1-8271-516d675de8c5 · outbound

This paper cites Silent Data Corruptions at Scale.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Silent Data Corruptions at Scale

Reference 42

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:ff2d9cf3e00a996616646a663e3121fe40fa9873f2a7767898d9fb84f4d37398

Observation d4c04aff-0a0d-451f-b8ef-a96c47e38b93 · outbound

This paper cites The relationship between precision-recall and ROC curves,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection The relationship between precision-recall and ROC curves,

Reference 43

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:9949f7a351a7f19436e63f4b9217dc588e9de6e3e9ff625851141f6654ce8c1b

Observation c90449d5-6d26-49d0-924e-3f1e731eedb2 · outbound

This paper cites A container- based infrastructure for fuzzy-driven root causing of flaky tests,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection A container- based infrastructure for fuzzy-driven root causing of flaky tests,

Reference 44

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:3d082b191f1d49ed482a0dbb1fbc4785bad6701b667efaec2ee48e75a794f6c0

Observation 01750898-6a87-444b-9b2a-bc737e6f3376 · outbound

This paper cites Research Design and Issues of Validity,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Research Design and Issues of Validity,

Reference 45

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:10b8f5306e233a730cfbd0ad81245bad6307f633198c2554b4839a306e792fc3

Observation 63989574-2ac8-4068-9860-c2675bee940f · outbound

This paper cites The effects of computational resources on flaky tests,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection The effects of computational resources on flaky tests,

Reference 46

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:e004a1aa606ef9501bb0c0321cdb81fb964c551d1f34b25382ec8fd6e70d4d17

Observation e5887f38-c057-4f3d-b6ca-3ba399213365 · outbound

This paper cites Sampling in software engineer- ing research: a critical review and guidelines,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Sampling in software engineer- ing research: a critical review and guidelines,

Reference 47

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:733e91af89dbfdbbffd7cbb2692b7f5423ee6276d562c619088ad5b554823159

Observation 650607dc-5645-4858-8d6d-68be2686acf8 · outbound

This paper cites Wohlin, P.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Wohlin, P

Reference 48

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:0f593579a6afb73a2607eecf9bb4037cbffa26a6d96a82a91edb19e565bc0fe9

Observation 57504701-29c0-4317-ad0a-8c4ca5dc215c · outbound

This paper cites Construct validity in software engineering research and software metrics,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Construct validity in software engineering research and software metrics,

Reference 49

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:a8fc8901f9a94efbcd73d90d4bbe32ea28d0b78b2f7b4e28e25c813a136033b9

Observation 40760ba1-5137-4958-9594-00fd692278c5 · outbound

This paper cites Deep learning based vulnerability detection: Are we there yet?.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Deep learning based vulnerability detection: Are we there yet?

Reference 50

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:eb68e6caf398d4ca55accaaa145fe11d2ef9382b954009b449c90f5ed631aee5

Observation efa8dde8-0a6e-4620-a32b-4b90548465a1 · outbound

This paper cites Root causing flaky tests in a large-scale industrial setting,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Root causing flaky tests in a large-scale industrial setting,

Reference 51

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Observation 9ace7ba1-34db-4c41-96c2-b1c3f23a7ef6 · outbound

This paper cites A survey on how test flakiness affects developers and what support they need to address it,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection A survey on how test flakiness affects developers and what support they need to address it,

Reference 52

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:f37e034ccc04ac6088f6c73bba499e7002c70167aa295e15eab2fabe88ff2521

Observation 49b80d18-50ff-45cb-b2cd-f44416d40d90 · outbound

This paper cites 230,439 test failures later: An empirical evaluation of flaky failure classifiers,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection 230,439 test failures later: An empirical evaluation of flaky failure classifiers,

Reference 53

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:187aa14028f554fc0d9f0e212140ed37d258150832dee774b56e4826c0fc6354

Observation fd918eb7-c3f4-4a85-ad88-c620a077bab4 · outbound

This paper cites Just-in- time flaky test detection via abstracted failure symptom matching,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection Just-in- time flaky test detection via abstracted failure symptom matching,

Reference 54

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:6985cf84f8a685c180a16f81b20cb0920e2b9dd2622b753b4d463999c2424861

Observation a06f50f4-ef5a-4a62-919d-dcd2d2f7bdec · outbound

This paper cites When life gives you oranges: detecting and diagnosing intermittent job failures at mozilla,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection When life gives you oranges: detecting and diagnosing intermittent job failures at mozilla,

Reference 55

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source=pdf_text observed=2026-07-13T03:44:09.309934Z digest=sha256:3a5e8b719d1d0fbc09a711ed65ccaee5e6a60e681d8b34493db11d3c2e19efe9

Observation a807e333-3b7d-466c-8a18-0b5c19998510 · outbound

This paper cites On the diagnosis of flaky job failures: Understanding and prior- itizing failure categories,.

How Far Are We from Detecting Flaky Tests? On the Limits of Code-Based Detection On the diagnosis of flaky job failures: Understanding and prior- itizing failure categories,

Reference 56

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Pith citing papers

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