Semantic basis vectors of atom robustness scores enable reusable conformal-certified monitoring of ptSTL formulas from visual inputs, with a rolling alternative and validation on driving data.
V-CEM: Bridging performance and intervenability in concept-based models,
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Vision-Based Runtime Monitoring under Varying Specifications using Semantic Latent Representations
Semantic basis vectors of atom robustness scores enable reusable conformal-certified monitoring of ptSTL formulas from visual inputs, with a rolling alternative and validation on driving data.