COMPASS formalizes prompt engineering as a POMDP-based cognitive decision process for self-adaptive generation of task plan explanations via LLMs.
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2026 2verdicts
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Presents a method to dynamically adapt probabilistic models for autonomous systems outside their ODD with formal verification and guarantees on improved reliability.
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Mind the Prompt: Self-adaptive Generation of Task Plan Explanations via LLMs
COMPASS formalizes prompt engineering as a POMDP-based cognitive decision process for self-adaptive generation of task plan explanations via LLMs.
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Formally Guaranteed Control Adaptation for ODD-Resilient Autonomous Systems
Presents a method to dynamically adapt probabilistic models for autonomous systems outside their ODD with formal verification and guarantees on improved reliability.