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stat.ML2024
Energy-Based Modelling for Discrete and Mixed Data via Heat Equations on Structured Spaces
Tobias Schröder, Zijing Ou, Yingzhen Li +1
Energy-based models (EBMs) offer a flexible framework for probabilistic modelling across various data domains. However, training EBMs on data in discrete or mixed state spaces pose…
stat.ML2024
Deep Optimal Sensor Placement for Black Box Stochastic Simulations
Paula Cordero-Encinar, Tobias Schröder, Peter Yatsyshin +1
Selecting cost-effective optimal sensor configurations for subsequent inference of parameters in black-box stochastic systems faces significant computational barriers. We propose a…