DM# speeds mutation testing of deep neural networks by 28.38% on average while keeping mutation‑score error to just 0.72%, evaluated on fourteen models. Read more: https://getnews.me/fourier-driven-mutant-clustering-boosts-dnn-mutation-testing/ #mutationtesting #fourieranalysis #deeplearning
October 6, 2025 at 7:18 AM
DM# speeds mutation testing of deep neural networks by 28.38% on average while keeping mutation‑score error to just 0.72%, evaluated on fourteen models. Read more: https://getnews.me/fourier-driven-mutant-clustering-boosts-dnn-mutation-testing/ #mutationtesting #fourieranalysis #deeplearning
I have uploaded the version of my "Kill All Mutants! (Intro to Mutation Testing)" talk that I gave at the September 2025 meetup of PyDistrict (the Washington DC #Python group), at: www.youtube.com/watch?v=JTMO...
#mutationtesting #testing #softwaretesting #publicspeaking
#mutationtesting #testing #softwaretesting #publicspeaking
"Kill All Mutants! (Intro to Mutation Testing)" PyDistrict September 2025
YouTube video by Dave Aronson
www.youtube.com
October 4, 2025 at 9:15 PM
I have uploaded the version of my "Kill All Mutants! (Intro to Mutation Testing)" talk that I gave at the September 2025 meetup of PyDistrict (the Washington DC #Python group), at: www.youtube.com/watch?v=JTMO...
#mutationtesting #testing #softwaretesting #publicspeaking
#mutationtesting #testing #softwaretesting #publicspeaking
Think 95% coverage means your tests are bulletproof? Think again.
In this Quarkus + Java tutorial, mutation testing exposes weak spots and shows how to fix them.
Read here buff.ly/iwRes30
#Java #Quarkus #MutationTesting #SoftwareTesting
In this Quarkus + Java tutorial, mutation testing exposes weak spots and shows how to fix them.
Read here buff.ly/iwRes30
#Java #Quarkus #MutationTesting #SoftwareTesting
September 12, 2025 at 6:15 AM
Think 95% coverage means your tests are bulletproof? Think again.
In this Quarkus + Java tutorial, mutation testing exposes weak spots and shows how to fix them.
Read here buff.ly/iwRes30
#Java #Quarkus #MutationTesting #SoftwareTesting
In this Quarkus + Java tutorial, mutation testing exposes weak spots and shows how to fix them.
Read here buff.ly/iwRes30
#Java #Quarkus #MutationTesting #SoftwareTesting
Released: @roave /infection-static-analysis-plugin 1.39.0
https://github.com/Roave/infection-static-analysis-plugin/releases/tag/1.39.0
Just upgrading `vimeo/psalm`, while we still work on upgrading `infection/infection` after numerous internal breaking changes in upstream. #php #mutationtesting
https://github.com/Roave/infection-static-analysis-plugin/releases/tag/1.39.0
Just upgrading `vimeo/psalm`, while we still work on upgrading `infection/infection` after numerous internal breaking changes in upstream. #php #mutationtesting
Release 1.39.0 · Roave/infection-static-analysis-plugin
Release Notes for 1.39.0 Feature release (minor) 1.39.0 Total issues resolved: 0 Total pull requests resolved: 2 Total contributors: 1 renovate 509: Update actions/checkout action to v5 thanks t...
github.com
August 21, 2025 at 11:30 AM
Released: @roave /infection-static-analysis-plugin 1.39.0
https://github.com/Roave/infection-static-analysis-plugin/releases/tag/1.39.0
Just upgrading `vimeo/psalm`, while we still work on upgrading `infection/infection` after numerous internal breaking changes in upstream. #php #mutationtesting
https://github.com/Roave/infection-static-analysis-plugin/releases/tag/1.39.0
Just upgrading `vimeo/psalm`, while we still work on upgrading `infection/infection` after numerous internal breaking changes in upstream. #php #mutationtesting
Emma Taylor takes on #MutationTesting at {(urn:li:organization:19100461)[Continuous Delivery Foundation]} CDCon2025 (yes we are related). Great job Emma. https://cstu.io/9c4f7a
Unleashing the Power of Mutation Testing: Supercharging Software Quality and Resilien... Emma Taylor
Don't miss out! Join us at the next Open Source Summit in Hyderabad, India (August 5); Amsterdam, Netherland (August 25-29); Seoul, South Korea (November 4-5). Join us at the premier vendor-neutral op...
cstu.io
August 1, 2025 at 4:10 PM
Emma Taylor takes on #MutationTesting at {(urn:li:organization:19100461)[Continuous Delivery Foundation]} CDCon2025 (yes we are related). Great job Emma. https://cstu.io/9c4f7a
You can watch the talk here: www.youtube.com/watch?v=0qna...
#CSudberyRecordings #CodeCoverage #MutationTesting #GildedRose #Refactoring #UnitTests
#CSudberyRecordings #CodeCoverage #MutationTesting #GildedRose #Refactoring #UnitTests
MenderCon 2024 - Clare Sudbery on Code Coverage and Mutation Testing to Add Tests to Legacy Code
A technical talk in which Clare will show you how to add tests to legacy code that has none, as a precursor to refactoring.Clare Sudbery is an independent te...
www.youtube.com
June 13, 2025 at 4:05 PM
You can watch the talk here: www.youtube.com/watch?v=0qna...
#CSudberyRecordings #CodeCoverage #MutationTesting #GildedRose #Refactoring #UnitTests
#CSudberyRecordings #CodeCoverage #MutationTesting #GildedRose #Refactoring #UnitTests
Mitigating validity threats in LLM-based mutation testing by using diverse datasets, models, and rigorous validation methods for reliable results. #mutationtesting
Making AI-Powered Mutation Testing Reliable and Fair
hackernoon.com
June 4, 2025 at 10:00 AM
Mitigating validity threats in LLM-based mutation testing by using diverse datasets, models, and rigorous validation methods for reliable results. #mutationtesting
Study reveals LLMs’ potential in generating realistic mutations for testing, highlights prompt design, and points to challenges in compilable code generation.
#mutationtesting
#mutationtesting
How Large Language Models Improve Mutation Testing—and What Still Needs Work
hackernoon.com
June 4, 2025 at 9:00 AM
Study reveals LLMs’ potential in generating realistic mutations for testing, highlights prompt design, and points to challenges in compilable code generation.
#mutationtesting
#mutationtesting
This study analyzes how context length, few-shot examples, and mutation counts impact the accuracy and consistency of bug mutation testing results. #mutationtesting
Sensitivity Analysis of Experiment Parameters in Bug Mutation Studies
hackernoon.com
June 4, 2025 at 8:00 AM
This study analyzes how context length, few-shot examples, and mutation counts impact the accuracy and consistency of bug mutation testing results. #mutationtesting
Study compares GPT-4, GPT-3.5, and open-source LLMs on code mutation performance and analyzes root causes of non-compilable errors. #mutationtesting
Evaluating GPT and Open-Source Models on Code Mutation Tasks
hackernoon.com
June 3, 2025 at 9:00 AM
Study compares GPT-4, GPT-3.5, and open-source LLMs on code mutation performance and analyzes root causes of non-compilable errors. #mutationtesting
GPT-3.5 mutation generation outperforms CodeLlama and Major in detecting real bugs, coupling rates, and semantic similarity on Defects4J and ConDefects.
#mutationtesting
#mutationtesting
How Prompt Complexity Affects GPT-3.5 Mutation Generation Accuracy
hackernoon.com
June 3, 2025 at 8:59 AM
GPT-3.5 mutation generation outperforms CodeLlama and Major in detecting real bugs, coupling rates, and semantic similarity on Defects4J and ConDefects.
#mutationtesting
#mutationtesting
Evaluating mutation testing methods on cloud GPUs: comparing cost, mutation quality, usability, and diversity between LLMs and traditional approaches. #mutationtesting
Comparing Costs, Usability and Results Diversity of Mutation Testing Techniques
hackernoon.com
June 3, 2025 at 8:59 AM
Evaluating mutation testing methods on cloud GPUs: comparing cost, mutation quality, usability, and diversity between LLMs and traditional approaches. #mutationtesting
Explore cost, usability, and behavior metrics for evaluating LLM-generated code mutations and the experimental setup for mutation generation testing. #mutationtesting
Experiment Design and Metrics for Mutation Testing with LLMs
hackernoon.com
June 3, 2025 at 8:59 AM
Explore cost, usability, and behavior metrics for evaluating LLM-generated code mutations and the experimental setup for mutation generation testing. #mutationtesting
Explore how large language models generate and filter Java code mutations using prompt design and compare open-source and closed-source LLMs. #mutationtesting
Using LLMs to Mutate Java Code
hackernoon.com
June 3, 2025 at 8:58 AM
Explore how large language models generate and filter Java code mutations using prompt design and compare open-source and closed-source LLMs. #mutationtesting
We outline our study design for evaluating LLMs in code mutation testing using real-world Java bug datasets and targeted research questions. #mutationtesting
We Designed a Study to See If AI Can Imitate Real Software Bugs
hackernoon.com
June 3, 2025 at 8:58 AM
We outline our study design for evaluating LLMs in code mutation testing using real-world Java bug datasets and targeted research questions. #mutationtesting
Explore how LLMs like GPT-4 and CodeLlama improve mutation testing in software engineering through smarter, more useful code mutations. #mutationtesting
Mutation Testing with GPT and CodeLlama
hackernoon.com
June 3, 2025 at 8:57 AM
Explore how LLMs like GPT-4 and CodeLlama improve mutation testing in software engineering through smarter, more useful code mutations. #mutationtesting
LLMs like GPT-4 generate high-quality code mutations for Java, boosting bug detection by 18% over traditional methods. Meet Kumo, a new AI-powered tool. #mutationtesting
Study Finds AI Code Mutations Help Developers Catch Bugs Faster
hackernoon.com
June 3, 2025 at 8:57 AM
LLMs like GPT-4 generate high-quality code mutations for Java, boosting bug detection by 18% over traditional methods. Meet Kumo, a new AI-powered tool. #mutationtesting
Let’s make legacy code less scary, together 👩💻👨💻
hashtag#LegacyCode hashtag#Refactoring hashtag#SoftwareEngineering hashtag#MutationTesting hashtag#CodeCoverage hashtag#MonthlyMasterclass hashtag#DevCommunity
hashtag#LegacyCode hashtag#Refactoring hashtag#SoftwareEngineering hashtag#MutationTesting hashtag#CodeCoverage hashtag#MonthlyMasterclass hashtag#DevCommunity
April 28, 2025 at 7:01 AM
Let’s make legacy code less scary, together 👩💻👨💻
hashtag#LegacyCode hashtag#Refactoring hashtag#SoftwareEngineering hashtag#MutationTesting hashtag#CodeCoverage hashtag#MonthlyMasterclass hashtag#DevCommunity
hashtag#LegacyCode hashtag#Refactoring hashtag#SoftwareEngineering hashtag#MutationTesting hashtag#CodeCoverage hashtag#MonthlyMasterclass hashtag#DevCommunity
Let’s make legacy code less scary, together 👩💻👨💻
hashtag#LegacyCode hashtag#Refactoring hashtag#SoftwareEngineering hashtag#MutationTesting hashtag#CodeCoverage hashtag#MonthlyMasterclass hashtag#DevCommunity
hashtag#LegacyCode hashtag#Refactoring hashtag#SoftwareEngineering hashtag#MutationTesting hashtag#CodeCoverage hashtag#MonthlyMasterclass hashtag#DevCommunity
April 25, 2025 at 6:56 PM
Let’s make legacy code less scary, together 👩💻👨💻
hashtag#LegacyCode hashtag#Refactoring hashtag#SoftwareEngineering hashtag#MutationTesting hashtag#CodeCoverage hashtag#MonthlyMasterclass hashtag#DevCommunity
hashtag#LegacyCode hashtag#Refactoring hashtag#SoftwareEngineering hashtag#MutationTesting hashtag#CodeCoverage hashtag#MonthlyMasterclass hashtag#DevCommunity
I’ve been a big fan of #MutationTesting since I discovered #PIT. As I dive deeper into #Rust, I wanted to check the state of mutation testing in Rust.
Mutation Testing in Rust
I’ve been a big fan of Mutation Testing since I discovered PIT. As I dive deeper into Rust, I wanted to check the state of mutation testing in Rust. Starting with cargo-mutants I found two crates ...
blog.frankel.ch
March 30, 2025 at 4:29 PM
I’ve been a big fan of #MutationTesting since I discovered #PIT. As I dive deeper into #Rust, I wanted to check the state of mutation testing in Rust.
MoT Munich is back at Codecentric AG with two talks! Anna Bommas tackles accessibility testing/ EEA deadline, and Marco Emrich talks Mutation Testing & Stryker. + 🧃🍕
➡️ https://www.ministryoftesting.com/events/munich-meetup-05-march-2025
#MoTMunich #SoftwareTesting #Accessibility #MutationTesting
➡️ https://www.ministryoftesting.com/events/munich-meetup-05-march-2025
#MoTMunich #SoftwareTesting #Accessibility #MutationTesting
February 12, 2025 at 10:01 AM
MoT Munich is back at Codecentric AG with two talks! Anna Bommas tackles accessibility testing/ EEA deadline, and Marco Emrich talks Mutation Testing & Stryker. + 🧃🍕
➡️ https://www.ministryoftesting.com/events/munich-meetup-05-march-2025
#MoTMunich #SoftwareTesting #Accessibility #MutationTesting
➡️ https://www.ministryoftesting.com/events/munich-meetup-05-march-2025
#MoTMunich #SoftwareTesting #Accessibility #MutationTesting
I wonder if (1) any one has done any study on the strength of type declarations on a program (or strength of types in general) and (2) if there are other metrics one could use for evaluating the strength of types.
#softwaretesting #mutationanalysis #mutationtesting #typesystems #strongtypes
#softwaretesting #mutationanalysis #mutationtesting #typesystems #strongtypes
November 28, 2024 at 12:00 AM
I wonder if (1) any one has done any study on the strength of type declarations on a program (or strength of types in general) and (2) if there are other metrics one could use for evaluating the strength of types.
#softwaretesting #mutationanalysis #mutationtesting #typesystems #strongtypes
#softwaretesting #mutationanalysis #mutationtesting #typesystems #strongtypes
Thanks to all attendees of my evening session on #mutationtesting w/ #strykerNet at this year's .NET-Developers Conference #DDC in Cologne!
You can find the presentation here:
👉 draptik.github.io/2024-11-ddc-...
#dotNet
You can find the presentation here:
👉 draptik.github.io/2024-11-ddc-...
#dotNet
Wir testen. Aber testen wir auch gut genug? - Slidev
## Mutation testing\n
draptik.github.io
November 27, 2024 at 12:10 AM
Thanks to all attendees of my evening session on #mutationtesting w/ #strykerNet at this year's .NET-Developers Conference #DDC in Cologne!
You can find the presentation here:
👉 draptik.github.io/2024-11-ddc-...
#dotNet
You can find the presentation here:
👉 draptik.github.io/2024-11-ddc-...
#dotNet
My talk "How to Compare Fuzzers" at SAPLING'24 yesterday is available on line here #SoftwareEnginnering #MutationTesting #Fuzzing
November 25, 2024 at 4:56 PM
My talk "How to Compare Fuzzers" at SAPLING'24 yesterday is available on line here #SoftwareEnginnering #MutationTesting #Fuzzing
My talk "How to Compare Fuzzers" at SAPLING'24 yesterday is available on line here: speakerdeck.com/rahulgopinat... #SoftwareEnginnering #MutationTesting #Fuzzing
How to Compare Fuzzers
SAPLING'24
speakerdeck.com
November 23, 2024 at 3:01 AM
My talk "How to Compare Fuzzers" at SAPLING'24 yesterday is available on line here: speakerdeck.com/rahulgopinat... #SoftwareEnginnering #MutationTesting #Fuzzing