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Fast, Safe, and Perspicuous Run-Time Planning ((06) C06)

Subject Area Software Engineering and Programming Languages
Image and Language Processing, Computer Graphics and Visualisation, Human Computer Interaction, Ubiquitous and Wearable Computing
Term since 2019
Project identifier Deutsche Forschungsgemeinschaft (DFG) - Project number 389792660
 
AI systems choosing actions in dynamic environments need to react to environment behaviour in real-time. Neural networks are rapidly gaining traction in tackling this, by learning a policy at design-time, so that at run-time, it suffices to call the policy to obtain the next action to execute. This form of run-time planning is fast, but it comes with severe safety and perspicuity issues. The vision of Project C6 is to address these problems through a range of methods relying on declarative models, or simulators, of the environment. This encompasses policy safeguarding – trying to avoid unsafe situations at run-time, verification and testing of policy behaviour, explication of policy decisions, policy-behaviour visualisation, and policy re-training leveraging information which is provided by all these techniques.
DFG Programme CRC/Transregios
Applicant Institution Universität des Saarlandes
 
 

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