🏢 CSML, Istituto Italiano Di Tecnologia
Neural Conditional Probability for Uncertainty Quantification
·2341 words·11 mins·
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Machine Learning
Deep Learning
🏢 CSML, Istituto Italiano Di Tecnologia
Neural Conditional Probability (NCP) offers a new operator-theoretic approach for efficiently learning conditional distributions, enabling streamlined inference and providing theoretical guarantees fo…
Learning the Infinitesimal Generator of Stochastic Diffusion Processes
·1835 words·9 mins·
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AI Generated
Machine Learning
Deep Learning
🏢 CSML, Istituto Italiano Di Tecnologia
Learn infinitesimal generators of stochastic diffusion processes efficiently via a novel energy-based risk functional, overcoming the unbounded nature of the generator and providing learning bounds in…