Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
If You Can't Kill a Supermutant, You Have a Pr...
Search
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
Rahul Gopinath
April 09, 2018
Research
340
0
Share
If You Can't Kill a Supermutant, You Have a Problem
Mutation Workshop 2018
Rahul Gopinath
April 09, 2018
More Decks by Rahul Gopinath
See All by Rahul Gopinath
Evaluating Impact of Coverage Feedback on Estimators for Maximum Reachability in Fuzzing (Registered Report)
rahulgopinath
0
13
Automatic Data Repair without Format Specifications
rahulgopinath
0
23
From Theory to Practice: Blackbox Testing in an Industrial Telecom Environment
rahulgopinath
0
38
Assessing Reliability of Statistical Maximum Coverage Estimators in Fuzzing
rahulgopinath
0
25
Fuzzing Without Specifications: Learning Structure from Behaviour Part I
rahulgopinath
0
58
Fuzzing Without Specifications: Learning Structure from Behaviour Part II
rahulgopinath
0
48
How to Compare Fuzzers
rahulgopinath
0
140
Mutation Analysis: Answering the Fuzzing Challenge
rahulgopinath
0
87
An Empirical Evaluation of Frequency Based Statistical Models for Estimating Killable Mutants
rahulgopinath
0
100
Other Decks in Research
See All in Research
ペットのかわいい瞬間を撮影する オートシャッターAIアプリへの スマートラベリングの適用
mssmkmr
0
460
LINEヤフー データサイエンス Meetup「三井物産コモディティ予測チャレンジ」の舞台裏-AlpacaTechパート
gamella
0
420
「なんとなく」の顧客理解から脱却する ──顧客の解像度を武器にするインサイトマネジメント
tajima_kaho
10
7.4k
「行ける・行けない表」による地域公共交通の性能評価
bansousha
0
140
AIを叩き台として、 「検証」から「共創」へと進化するリサーチ
mela_dayo
0
240
英語教育 “研究” のあり方:学術知とアウトリーチの緊張関係
terasawat
1
880
2026 東京科学大 情報通信系 研究室紹介 (すずかけ台)
icttitech
0
2.3k
IEEE AIxVR 2026 Keynote Talk: "Beyond Visibility: Understanding Scenes and Humans under Challenging Conditions with Diverse Sensing"
miso2024
0
160
NII S. Koyama's Lab Research Overview AY2026
skoyamalab
0
170
An Open and Reproducible Deep Research Agent for Long-Form Question Answering
ikuyamada
0
420
Dual Quadric表現を用いた動的物体追跡とRGB-D・IMU制約の密結合によるオドメトリ推定
nanoshimarobot
0
340
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey
shunk031
4
870
Featured
See All Featured
Conquering PDFs: document understanding beyond plain text
inesmontani
PRO
4
2.6k
RailsConf 2023
tenderlove
30
1.4k
Fight the Zombie Pattern Library - RWD Summit 2016
marcelosomers
234
17k
The Director’s Chair: Orchestrating AI for Truly Effective Learning
tmiket
1
150
Joys of Absence: A Defence of Solitary Play
codingconduct
1
350
Ecommerce SEO: The Keys for Success Now & Beyond - #SERPConf2024
aleyda
1
1.9k
Winning Ecommerce Organic Search in an AI Era - #searchnstuff2025
aleyda
1
2k
30 Presentation Tips
portentint
PRO
1
280
The Hidden Cost of Media on the Web [PixelPalooza 2025]
tammyeverts
2
280
Evolving SEO for Evolving Search Engines
ryanjones
0
180
Designing Experiences People Love
moore
143
24k
Let's Do A Bunch of Simple Stuff to Make Websites Faster
chriscoyier
508
140k
Transcript
9. April 2018 Rahul Gopinath, Björn Mathis and Andreas Zeller
If You Can't Kill a Supermutant You Have a Problem 1
Mutant Kill Matrix 2
Mutant Kill Matrix 2
Mutant Kill Matrix 2
Mutant Kill Matrix 2
Mutant Kill Matrix 2
Mutant Kill Matrix 2
Mutant Kill Matrix 2
Mutant Kill Matrix 2
Mutant Kill Matrix 2 Enormous Amount of Test Executions
Supermutants - Coverage Adequate Test Suite 3
Supermutants - Coverage Adequate Test Suite 0 % 25 %
50 % 75 % 100 % Full Suite (7 Tests) Coverage Adequate 0 % 25 % 50 % 75 % 100 % Full Suite (7 Tests) Coverage Adequate 3
Supermutants - Coverage Adequate Test Suite 0 Coverage Adequate Tests
0 % 25 % 50 % 75 % 100 % Full Suite (7 Tests) Coverage Adequate 0 % 93 % 0 Coverage Adequate Tests 0 % 25 % 50 % 75 % 100 % Full Suite (7 Tests) Coverage Adequate 0 % 93 % 3
Supermutants - Coverage Adequate Test Suite 1 Coverage Adequate Test
0 % 25 % 50 % 75 % 100 % Full Suite (7 Tests) Coverage Adequate 70 % 93 % 1 Coverage Adequate Test 0 % 25 % 50 % 75 % 100 % Full Suite (7 Tests) Coverage Adequate 70 % 93 % 3
Supermutants - Coverage Adequate Test Suite 2 Coverage Adequate Tests
0 % 25 % 50 % 75 % 100 % Full Suite (7 Tests) Coverage Adequate 93 % 93 % 2 Coverage Adequate Tests 0 % 25 % 50 % 75 % 100 % Full Suite (7 Tests) Coverage Adequate 93 % 93 % 3
Supermutants - Coverage Adequate Test Suite 4
Supermutants - Coverage Adequate Test Suite 4
Supermutants - Coverage Adequate Test Suite 4
Supermutants - Coverage Adequate Test Suite 4
Supermutant Execution 5
Supermutant Execution 5 7 Tests
Supermutant Execution 5 7 Tests
Supermutant Execution 5 7 Tests
Supermutant Execution 5 7 Tests
Supermutant Execution 5 3 Tests 3 Tests 7 Tests
Supermutant Execution 5 3 Tests 3 Tests 7 Tests
Supermutant Execution 5 3 Tests 3 Tests 7 Tests
Supermutant Execution 5 3 Tests 3 Tests 7 Tests
Supermutant Execution 5 3 Tests 3 Tests 3 Tests 3
Tests 7 Tests
Supermutant Execution 5 3 Tests 3 Tests 3 Tests 3
Tests 7 Tests
Supermutant Execution 5 3 Tests 3 Tests 3 Tests 3
Tests 7 Tests
Supermutant Execution 5 3 Tests 3 Tests 3 Tests 3
Tests 1 Test 1 Test 7 Tests
Supermutant Execution 5 3 Tests 3 Tests 3 Tests 3
Tests 1 Test 1 Test 7 Tests
Supermutant Execution 5 3 Tests 3 Tests 3 Tests 3
Tests 1 Test 1 Test 7 Tests 34 vs 42 Test Executions
Supermutants - Mutant Kill Matrix 6 7 Tests 3 Tests
3 Tests 3 Tests 3 Tests 1 Test 1 Test
Supermutants - Mutant Kill Matrix 6 Test 1 Test 2
Test 3 Test 4 Test 5 Test 6 Test 7 7 Tests 3 Tests 3 Tests 3 Tests 3 Tests 1 Test 1 Test
Supermutants - Mutant Kill Matrix 6 Test 1 Test 2
Test 3 Test 4 Test 5 Test 6 Test 7 ✕ ✕ ✕ ✕ ✕ ✕ ✕ 7 Tests 3 Tests 3 Tests 3 Tests 3 Tests 1 Test 1 Test
Supermutants - Mutant Kill Matrix 6 Test 1 Test 2
Test 3 Test 4 Test 5 Test 6 Test 7 ✕ ✕ ✕ ✕ ✕ ✕ ✕ ✓ ✕ ✕ ✕ ✕ ✕ ✕ 7 Tests 3 Tests 3 Tests 3 Tests 3 Tests 1 Test 1 Test
Supermutants - Mutant Kill Matrix 6 Test 1 Test 2
Test 3 Test 4 Test 5 Test 6 Test 7 ✕ ✕ ✕ ✕ ✕ ✕ ✕ ✓ ✕ ✕ ✕ ✕ ✕ ✕ ✕ ✕ ✓ ✕ ✕ ✓ ✕ ✕ ✕ ✕ ✕ ✕ ✕ ✕ ✕ ✕ ✓ ✓ ✓ ✓ ✓ ✕ ✕ ✕ ✕ ✕ ✕ ✕ 7 Tests 3 Tests 3 Tests 3 Tests 3 Tests 1 Test 1 Test
Supermutants - Mutant Kill Matrix 6 Test 1 Test 2
Test 3 Test 4 Test 5 Test 6 Test 7 ✕ ✕ ✕ ✕ ✕ ✕ ✕ ✓ ✕ ✕ ✕ ✕ ✕ ✕ ✕ ✕ ✓ ✕ ✕ ✓ ✕ ✕ ✕ ✕ ✕ ✕ ✕ ✕ ✕ ✕ ✓ ✓ ✓ ✓ ✓ ✕ ✕ ✕ ✕ ✕ ✕ ✕ 7 Tests 3 Tests 3 Tests 3 Tests 3 Tests 1 Test 1 Test
Case Study - Urlparse 7
Case Study - Urlparse 7 0 exec. 10000 exec. 20000
exec. 30000 exec. 40000 exec. Full Matrix Strong Testsuite Weak Testsuite
Case Study - Urlparse 7 0 exec. 10000 exec. 20000
exec. 30000 exec. 40000 exec. Full Matrix Strong Testsuite Weak Testsuite 32,000
Case Study - Urlparse 7 0 exec. 10000 exec. 20000
exec. 30000 exec. 40000 exec. Full Matrix Strong Testsuite Weak Testsuite 13,009 32,000
Case Study - Urlparse 7 0 exec. 10000 exec. 20000
exec. 30000 exec. 40000 exec. Full Matrix Strong Testsuite Weak Testsuite 9,037 13,009 32,000
Case Study - Urlparse 7 0 exec. 10000 exec. 20000
exec. 30000 exec. 40000 exec. Full Matrix Strong Testsuite Weak Testsuite 9,037 13,009 32,000 Over 70% of Test Executions Are Saved
When Are Supermutants Super? 8
When Are Supermutants Super? 8 Many and Weak Tests
When Are Supermutants Super? 8 Many and Weak Tests Stubborn
Mutants
When Are Supermutants Super? 8 Many and Weak Tests Stubborn
Mutants No Fault Masking
When Are Supermutants Super? 8 Many and Weak Tests Stubborn
Mutants No Fault Masking Automatically Generated Test Suites Can Be Efficiently Analyzed
9 Summary
9 Summary
9 Summary
9 Summary
9 Summary