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CHANGES OF LIABILITY
IN REGARD OF
MACHINE LEARNING SYSTEMS
TABLE OF CONTENTS
• About the Speaker
• Introducing the Problem
• Machine Learning / Autonomous Decision
• Basics of Liability in Civil Law
• Possible Solutions
• Conclusion
ABOUT THE
SPEAKER
DANIEL DEUTSCH,
LL.M. (WU)
• Topic Master thesis
• Masters Business Law WU Wien
• Bachelors Artificial Intelligence JKU Linz
• Online Certifications Computer Science
• Professional work as
• Judicial Law Clerk at a district court
• Web developer
• Technical project manager
5© Galacta 2020 – Strictly confidential
OFFERING
S IN
DETAIL
• Digital Lean
• Digital Supply Chain
• Digital Logistics
• Strategy Execution
• Online Learning
• Offline / Blended
Learning
• Case Study Workshops
• Online learning platform
• Gamified content creation
• Blockchain
CONSULTING
LEARNING TECHNOLOGY
CONSULTANT AT GALACTA WITH
FOCUS ON AI - https://www.galacta.com/
INTRODUCING THE
PROBLEM
DILEMMA SITUATIONS –
”TROLLEY PROBLEM”
Zapyon Trolley problem.png CC BY-SA 4.0 https://de.wikipedia.org/wiki/Datei:Trolley_Problem.svg#/media/Datei:Trolley_Problem.svg
MORAL MACHINE - HTTP://MORALMACHINE.MIT.EDU/HL/DE
MACHINE
LEARNING -
AUTONOMOUS
DECISION
THE AUTONOMOUS
DECISION
• autonomous = independent from human
interaction?
• unpredictable & not comprehensible
(blackbox)
• behavior analysis & evidence of causality
Excerpt of Artificial Intelligence 3g
https://www.publicdomainpictures.net/en/view-image.php?image=22954&picture=artificial-intelligence-3g
CC0 Public Domain Lizenz.
LIABILITY IN CIVIL
LAW
FOUNDATION
compensation for
damages – the liability
for damages
„casum sentit
dominus“
interruption of
grounds for attribution
Verschuldensshaftung
– “Fault-based liability”
Gefährdungshaftung –
“strict liability”
Special cases of ABGB
(General Civil Code) –
e.g. §1320 & §1299
PROBLEMS
• human element
Verschuldenshaftung (fault-based)
• requirement of dangerous activity
• statutory basis
Gefährdungshaftung (strict)
special cases not applicable
POSSIBLE
SOLUTIONS
CASE STUDY
• autonomous lawnmower
• gap in the fence
• cutting flowers of the neighbor
• Who is liable?
• User (owner) of the robot
• Manufacturer
• Programmer
DE LEGE
LATA
• robot is not able to bear liability
• Ingerenzpflicht – Sorgfaltsmaßstab (level of care)
• depends on each single case
Verschuldenshaftung (fault-based)
• defective product on the market
• product = embedded System
• faulty / defective = disappointed expectation of
security
• manufacturer has high risk of liability for a small
ability to control the activity of his products
Produkthaftung (strict)
DE LEGE
FERENDA
Robot for claiming damages (Haftungssubjekt)
Expanded Liability for products + Insurance system
New strict liability (Gefährdungshaftung)
• Unpredictability = creates liability
• Orientation EKHG (Law on civil liability against motor vehicles
and railway plants)
• Accident & Activity
• Liable Persons
• Relief from liability
CONCLUSION
Race between innovation and regulation
Waiting for decisions on the level of the EU
Initiatives of the EU
Legislative initiative procedure for AI
related topics
Evaluation of the directive on liability
of defective products(85/374/EWG)
Evaluation of the machinery
directive(2006/42/EG)
Ethic Guidelines for Trustworthy AI
LEGAL
REQUIREMENTS
implement (law) rules
implemnt industry-specific experience
implement general experience of life
implement quality assurance and control
options
THANK YOU FOR YOUR
ATTENTION!
• Contact
https://www.createdd.com/
• Disclaimer
The information and statements of this presentation are for general information
only and do not constitute legal information or legal advice.
• © Copyright 2020
All contents of this presentation, in particular texts, photographs and graphics,
are protected by copyright. Unless expressly stated otherwise, copyright lies with
Daniel Deutsch. The content may not be copied, distributed, changed or made
available to third parties for commercial purposes without permission.
QUESTIONS
1. How would you solve liability issues related to autonomous vehicles?
2. Have you had any experience with liability issues related to new technologies?
3. How would you solve the tension between innovation and regulation related to AI
and liability?
4. Where do you see legal problems with AI in the future?
5. How do you solve existing legal problems in connection with new technologies?

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Liability for machine learning systems by Daniel Deutsch

  • 1. CHANGES OF LIABILITY IN REGARD OF MACHINE LEARNING SYSTEMS
  • 2. TABLE OF CONTENTS • About the Speaker • Introducing the Problem • Machine Learning / Autonomous Decision • Basics of Liability in Civil Law • Possible Solutions • Conclusion
  • 4. DANIEL DEUTSCH, LL.M. (WU) • Topic Master thesis • Masters Business Law WU Wien • Bachelors Artificial Intelligence JKU Linz • Online Certifications Computer Science • Professional work as • Judicial Law Clerk at a district court • Web developer • Technical project manager
  • 5. 5© Galacta 2020 – Strictly confidential OFFERING S IN DETAIL • Digital Lean • Digital Supply Chain • Digital Logistics • Strategy Execution • Online Learning • Offline / Blended Learning • Case Study Workshops • Online learning platform • Gamified content creation • Blockchain CONSULTING LEARNING TECHNOLOGY CONSULTANT AT GALACTA WITH FOCUS ON AI - https://www.galacta.com/
  • 7. DILEMMA SITUATIONS – ”TROLLEY PROBLEM” Zapyon Trolley problem.png CC BY-SA 4.0 https://de.wikipedia.org/wiki/Datei:Trolley_Problem.svg#/media/Datei:Trolley_Problem.svg
  • 8. MORAL MACHINE - HTTP://MORALMACHINE.MIT.EDU/HL/DE
  • 10. THE AUTONOMOUS DECISION • autonomous = independent from human interaction? • unpredictable & not comprehensible (blackbox) • behavior analysis & evidence of causality Excerpt of Artificial Intelligence 3g https://www.publicdomainpictures.net/en/view-image.php?image=22954&picture=artificial-intelligence-3g CC0 Public Domain Lizenz.
  • 12. FOUNDATION compensation for damages – the liability for damages „casum sentit dominus“ interruption of grounds for attribution Verschuldensshaftung – “Fault-based liability” Gefährdungshaftung – “strict liability” Special cases of ABGB (General Civil Code) – e.g. §1320 & §1299
  • 13. PROBLEMS • human element Verschuldenshaftung (fault-based) • requirement of dangerous activity • statutory basis Gefährdungshaftung (strict) special cases not applicable
  • 15. CASE STUDY • autonomous lawnmower • gap in the fence • cutting flowers of the neighbor • Who is liable? • User (owner) of the robot • Manufacturer • Programmer
  • 16. DE LEGE LATA • robot is not able to bear liability • Ingerenzpflicht – Sorgfaltsmaßstab (level of care) • depends on each single case Verschuldenshaftung (fault-based) • defective product on the market • product = embedded System • faulty / defective = disappointed expectation of security • manufacturer has high risk of liability for a small ability to control the activity of his products Produkthaftung (strict)
  • 17. DE LEGE FERENDA Robot for claiming damages (Haftungssubjekt) Expanded Liability for products + Insurance system New strict liability (Gefährdungshaftung) • Unpredictability = creates liability • Orientation EKHG (Law on civil liability against motor vehicles and railway plants) • Accident & Activity • Liable Persons • Relief from liability
  • 19. Race between innovation and regulation Waiting for decisions on the level of the EU Initiatives of the EU Legislative initiative procedure for AI related topics Evaluation of the directive on liability of defective products(85/374/EWG) Evaluation of the machinery directive(2006/42/EG) Ethic Guidelines for Trustworthy AI
  • 20. LEGAL REQUIREMENTS implement (law) rules implemnt industry-specific experience implement general experience of life implement quality assurance and control options
  • 21. THANK YOU FOR YOUR ATTENTION! • Contact https://www.createdd.com/ • Disclaimer The information and statements of this presentation are for general information only and do not constitute legal information or legal advice. • © Copyright 2020 All contents of this presentation, in particular texts, photographs and graphics, are protected by copyright. Unless expressly stated otherwise, copyright lies with Daniel Deutsch. The content may not be copied, distributed, changed or made available to third parties for commercial purposes without permission.
  • 22. QUESTIONS 1. How would you solve liability issues related to autonomous vehicles? 2. Have you had any experience with liability issues related to new technologies? 3. How would you solve the tension between innovation and regulation related to AI and liability? 4. Where do you see legal problems with AI in the future? 5. How do you solve existing legal problems in connection with new technologies?

Hinweis der Redaktion

  1. Zapyon Trolley problem.png CC BY-SA 4.0 https://de.wikipedia.org/wiki/Datei:Trolley_Problem.svg#/media/Datei:Trolley_Problem.svg
  2. Zapyon Trolley problem.png CC BY-SA 4.0 https://de.wikipedia.org/wiki/Datei:Trolley_Problem.svg#/media/Datei:Trolley_Problem.svg
  3. Ausschnitt von Artificial Intelligence 3g https://www.publicdomainpictures.net/en/view-image.php?image=22954&picture=artificial-intelligence-3g CC0 Public Domain Lizenz.