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Anne-Kathrin Schmuck

3 accepted papers

2026

Incremental Data-Driven Policy Synthesis via Game Abstractions

AAAI 2026technical

We address the synthesis of control policies for unknown discrete-time stochastic dynamical systems to satisfy temporal logic objectives. We present a data-driven, abstraction-based control framework that integrates online learning with novel incremental game-solving. Under appropriate continuity as

Cited by 0SourcePDFScholar
2026

Universal Safety Controllers with Learned Prophecies

AAAI 2026technical

Universal Safety Controllers (USCs) are a promising logical control framework that guarantees the satisfaction of a given temporal safety specification when applied to any realizable plant model. Unlike traditional methods, which synthesize one logical controller over a given detailed plant model, U

Cited by 0SourcePDFScholar