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Author

Michael Pantic

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#machine learning Preprint Oct 2026

Continual Learning for 6-DoF Grasp Synthesis via Experience and Demonstrations

Most current grasp synthesis systems are trained offline and remain fixed during deployment. While this works well when deployment conditions resemble the training data, performance can degrade when robots encounter conditions they have not seen before, such as unfamiliar objects. In this work, we present a continual-l...

Giulio Schiavi, Andrei Cramariuc, Michael Pantic et al. · 0 citations
Preprint Aug 2026

When Your State Estimator Has Lost The Plot: Detecting Estimator Failures Via Spectral Analysis

Reliable onboard state estimation is essential for safe robotic operation, yet unmodeled disturbances, such as sensor aliasing or out-of-distribution noise, still cause estimators to degrade or fail completely. While many methods aim to improve estimator robustness, only a few provide introspective mechanisms to assess...

Christian Lanegger, Helen Oleynikova, R. Siegwart et al. · 0 citations

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