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🏢 University of Luxembourg

Structural Inference of Dynamical Systems with Conjoined State Space Models
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Machine Learning Deep Learning 🏢 University of Luxembourg
SICSM, a novel framework, integrates selective SSMs and GFNs to accurately infer complex dynamical system structures from irregularly sampled, partially observed trajectories.
SpelsNet: Surface Primitive Elements Segmentation by B-Rep Graph Structure Supervision
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Computer Vision 3D Vision 🏢 University of Luxembourg
SpelsNet, a novel neural architecture, achieves accurate 3D point cloud segmentation into surface primitives by incorporating B-Rep graph structure supervision, leading to topologically consistent res…
Constrained Adaptive Attack: Effective Adversarial Attack Against Deep Neural Networks for Tabular Data
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AI Theory Robustness 🏢 University of Luxembourg
Constrained Adaptive Attack (CAA) significantly improves adversarial attacks on deep learning models for tabular data by combining gradient and search-based methods, achieving up to 96.1% accuracy dro…