🏢 Eindhoven University of Technology
Scaling Continuous Latent Variable Models as Probabilistic Integral Circuits
·2531 words·12 mins·
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🏢 Eindhoven University of Technology
Researchers scaled continuous latent variable models by building DAG-shaped probabilistic integral circuits (PICs) and training them efficiently using tensorized architectures and neural functional sh…
Improved Guarantees for Fully Dynamic $k$-Center Clustering with Outliers in General Metric Spaces
·1694 words·8 mins·
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AI Theory
Optimization
🏢 Eindhoven University of Technology
A novel fully dynamic algorithm achieves a (4+ε)-approximate solution for the k-center clustering problem with outliers in general metric spaces, boasting an efficient update time.
Dynamic Neural Regeneration: Enhancing Deep Learning Generalization on Small Datasets
·2806 words·14 mins·
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AI Generated
Machine Learning
Deep Learning
🏢 Eindhoven University of Technology
Dynamic Neural Regeneration (DNR) enhances deep learning generalization on small datasets using a data-aware dynamic masking scheme inspired by neurogenesis.
Collaboration! Towards Robust Neural Methods for Routing Problems
·2519 words·12 mins·
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AI Theory
Optimization
🏢 Eindhoven University of Technology
A novel Collaborative Neural Framework (CNF) enhances the robustness of neural vehicle routing methods against adversarial attacks by collaboratively training multiple models and intelligently distrib…