proposition 1
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Technology: Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning > Regression (0.47)
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- Research Report > Experimental Study (0.92)
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- Information Technology > Artificial Intelligence > Representation & Reasoning (1.00)
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Squared Neural Families: A New Class of Tractable Density Models Russell Tsuchida
Probabilistic modelling lies at the heart of machine learning.
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- Information Technology > Data Science (1.00)
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- Information Technology > Artificial Intelligence > Representation & Reasoning > Uncertainty (0.69)
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SEEV: Synthesis with Efficient Exact Verification for ReLU Neural Barrier Functions
Neural Control Barrier Functions (NCBFs) have shown significant promise in enforcing safety constraints on nonlinear autonomous systems.
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- North America > United States > California > San Diego County > San Diego (0.04)
- Europe > Germany > Baden-Württemberg > Karlsruhe Region > Heidelberg (0.04)
Technology:
Stochastic Newton Proximal Extragradient Method
However, these methods typically reach superlinear convergence only when the stochastic Hessian noise diminishes, increasing per-iteration costs over time.
Technology:
Convergence Analysis of ODE Models for Accelerated First-Order Methods via Positive Semidefinite Kernels
Consequently, our framework transforms the task of proving convergence rate into verifying the positive semidefiniteness of a specific integral kernel.
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- Asia > Middle East > Jordan (0.05)
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- Information Technology > Artificial Intelligence > Representation & Reasoning > Uncertainty (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Statistical Learning (1.00)
- Information Technology > Artificial Intelligence > Machine Learning > Learning Graphical Models > Directed Networks > Bayesian Learning (0.92)