posted by user: meryt75 || 3213 views || tracked by 3 users: [display]

SafeAI 2021 : The AAAI's Workshop on Artificial Intelligence Safety

FacebookTwitterLinkedInGoogle

Link: https://safeai.webs.upv.es/
 
When Feb 7, 2021 - Feb 8, 2021
Where Virtual
Submission Deadline Nov 9, 2020
Notification Due Nov 30, 2020
Final Version Due Dec 15, 2020
Categories    artificial intelligence   safety
 

Call For Papers

The accelerated developments in the field of Artificial Intelligence (AI) hint at the need for considering Safety as a design principle rather than an option. However, theoreticians and practitioners of AI and Safety are confronted with different levels of safety, different ethical standards and values, and different degrees of liability, that force them to examine a multitude of trade-offs and alternative solutions. These choices can only be analyzed holistically if the technological and ethical perspectives are integrated into the engineering problem, while considering both the theoretical and practical challenges of AI safety. A new and comprehensive view of AI Safety must cover a wide range of AI paradigms, including systems that are application-specific as well as those that are more general, considering potentially unanticipated risks. In this workshop, we want to explore ways to bridge short-term with long-term issues, idealistic with pragmatic solutions, operational with policy issues, and industry with academia, to build, evaluate, deploy, operate and maintain AI-based systems that are demonstrably safe.

This workshop seeks to explore new ideas on AI safety with particular focus on addressing the following questions:

What is the status of existing approaches in ensuring AI and Machine Learning (ML) safety, and what are the gaps?
- How can we engineer trustable AI software architectures?
- How can we make AI-based systems more ethically aligned?
- What safety engineering considerations are required to develop safe human-machine interaction?
- What AI safety considerations and experiences are relevant from industry?
- How can we characterize or evaluate AI systems according to their potential risks and vulnerabilities?
- How can we develop solid technical visions and new paradigms about AI Safety?
- How do metrics of capability and generality, and the trade-offs with performance affect safety?
The main interest of the proposed workshop is to look at a new perspective of system engineering where multiple disciplines such as AI and safety engineering are viewed as a larger whole, while considering ethical and legal issues, in order to build trustable intelligent autonomy.

Contributions are sought in (but are not limited to) the following topics:

- Safety in AI-based system architectures
- Continuous V&V and predictability of AI safety properties
- Runtime monitoring and (self-)adaptation of AI safety
- Accountability, responsibility and liability of AI-based systems
- Effect of uncertainty in AI safety
- Avoiding negative side effects in AI-based systems
- Role and effectiveness of oversight: corrigibility and interruptibility
- Loss of values and the catastrophic forgetting problem
- Confidence, self-esteem and the distributional shift problem
- Safety of Artificial General Intelligence (AGI) systems and the role of generality
- Reward hacking and training corruption
- Self-explanation, self-criticism and the transparency problem
- Human-machine interaction safety
- Regulating AI-based systems: safety standards and certification
- Human-in-the-loop and the scalable oversight problem
- Evaluation platforms for AI safety
- AI safety education and awareness
- Experiences in AI-based safety-critical systems, including industrial processes, health, automotive systems, robotics, critical infrastructures, among others

Related Resources

IARCE 2021-Ei Compendex & Scopus 2021   2021 5th International Conference on Industrial Automation, Robotics and Control Engineering (IARCE 2021)
IJCAI 2021   30th International Joint Conference on Artificial Intelligence
ICSRS--Scopus & EI Compendex 2021   2021 5th International Conference on System Reliability and Safety (ICSRS 2021)--Scopus & EI Compendex
EI-RACE 2021   2021 Asia-Pacific Conference on Robotics, Automation and Communication Engineering (RACE 2021)
SIUSAI 2021   2021 International Symposium on Intelligent Unmanned Systems and Artificial Intelligence (SIUSAI 2021)
TSD 2021   The twenty-fourth International Conference on Text, Speech and Dialogue (TSD 2021).
StoryCase 2012   ICCBR-12 Workshop on Stories, Episodes, and Cases (StoryCase)
JAAMAS MODeM SI 2021   Special Issue of JAAMAS on Multi-Objective Decision Making (MODeM)
SI-DAMLE 2020   Special Issue on Data Analytics and Machine Learning in Education
ICARA--IEEE, Ei, Scopus 2021   IEEE--2020 7th International Conference on Automation, Robotics and Applications (ICARA 2020)--Ei Compendex, Scopus