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Andrei Cramariuc

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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

Learning Agile Perceptive Traversal of Sparse 3D Structures for Humanoids

A reinforcement-learning-based perceptive control system that operates directly on observations from a head-mounted solid-state lidar, consuming the raw lidar scan through an attention-based encoder with recurrent memory to extract task-relevant geometry from the sparse returns.

Efe Ongan, Chong Zhang, Bo-Yang Sun et al. · 0 citations

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