🏢 University of Luxembourg
Structural Inference of Dynamical Systems with Conjoined State Space Models
·2686 words·13 mins·
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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
·1917 words·9 mins·
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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
·2605 words·13 mins·
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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…