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Computer Safety, Reliability, and Security. SAFECOMP 2021 Workshops

DECSoS, MAPSOD, DepDevOps, USDAI, and WAISE, York, UK, September 7, 2021, Proceedings

  • Conference proceedings
  • © 2021

Overview

Editors:
  1. Ibrahim Habli

    1. University of York, York, UK

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  2. Mark Sujan

    1. Human Factors Everywhere Ltd., Woking, UK

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  3. Simos Gerasimou

    1. University of York, York, UK

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  4. Erwin Schoitsch

    1. AIT Austrian Institute of Technology GmbH, Vienna, Austria

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  5. Friedemann Bitsch

    1. Thales Deutschland GmbH, Ditzingen, Germany

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Part of the book series: Lecture Notes in Computer Science (LNCS, volume 12853)

Part of the book sub series: Programming and Software Engineering (LNPSE)

Included in the following conference series:

Conference proceedings info: SAFECOMP 2021.

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Table of contents (25 papers)

  1. 4th International Workshop on Artificial Intelligence Safety Engineering (WAISE 2021)

    1. Front Matter

      Pages 213-217
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    2. Improving Robustness of Deep Neural Networks for Aerial Navigation by Incorporating Input Uncertainty

      • Fabio Arnez, Huascar Espinoza, Ansgar Radermacher, François Terrier
      Pages 219-225

    3. No Free Lunch: Overcoming Reward Gaming in AI Safety Gridworlds

      • Mariya Tsvarkaleva, Louise A. Dennis
      Pages 226-238

    4. Effect of Label Noise on Robustness of Deep Neural Network Object Detectors

      • Bishwo Adhikari, Jukka Peltomäki, Saeed Bakhshi Germi, Esa Rahtu, Heikki Huttunen
      Pages 239-250

    5. Human-in-the-Loop Learning Methods Toward Safe DL-Based Autonomous Systems: A Review

      • Prajit T. Rajendran, Huascar Espinoza, Agnes Delaborde, Chokri Mraidha
      Pages 251-264

    6. An Integrated Approach to a Safety Argumentation for AI-Based Perception Functions in Automated Driving

      • Michael Mock, Stephan Scholz, Frédérik Blank, Fabian Hüger, Andreas Rohatschek, Loren Schwarz et al.
      Pages 265-271

    7. Experimental Conformance Evaluation onUBER ATG Safety Case Framework withANSI/UL 4600

      • Kenji Taguchi, Fuyuki Ishikawa
      Pages 272-283

    8. Learning from AV Safety: Hope and Humility Shape Policy and Progress

      • Marjory S. Blumenthal
      Pages 284-290

    9. Levels of Autonomy and Safety Assurance for AI-Based Clinical Decision Systems

      • Paul Festor, Ibrahim Habli, Yan Jia, Anthony Gordon, A. Aldo Faisal, Matthieu Komorowski
      Pages 291-296

    10. Certification Game for the Safety Analysis of AI-Based CPS

      • Imane Lamrani, Ayan Banerjee, Sandeep K. S. Gupta
      Pages 297-310

    11. A New Approach to Better Consensus Building and Agreement Implementation for Trustworthy AI Systems

      • Yukiko Yanagisawa, Yasuhiko Yokote
      Pages 311-322

  2. Back Matter

    Pages 323-324
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Other volumes

  1. Computer Safety, Reliability, and Security

  2. Computer Safety, Reliability, and Security. SAFECOMP 2021 Workshops

Keywords

About this book

This book constitutes the proceedings of the Workshops held in conjunction with SAFECOMP 2021, the 40th International Conference on Computer Safety, Reliability and Security, which took place in York, UK, in September 2021.

The 26 regular papers included in this volume were carefully reviewed and selected from 34 submissions. The workshops included in this volume are:

  • DECSoS 2021: 16th Workshop on Dependable Smart Embedded and Cyber-Physical Systems and Systems-of-Systems
  • WAISE 2021: Fourth International Workshop on Artificial Intelligence Safety Engineering
  • DepDevOps 2021: Second International Workshop on Dependable Development-Operation Continuum Methods for Dependable Cyber-Physical Systems
  • USDAI 2021: Second International Workshop on Underpinnings for Safe Distributed AI         
  • MAPSOD 2021: First International Workshop on Multi-concern Assurance Practices in Software Design


Editors and Affiliations

  • University of York, York, UK

    Ibrahim Habli, Simos Gerasimou

  • Human Factors Everywhere Ltd., Woking, UK

    Mark Sujan

  • AIT Austrian Institute of Technology GmbH, Vienna, Austria

    Erwin Schoitsch

  • Thales Deutschland GmbH, Ditzingen, Germany

    Friedemann Bitsch

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