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cs.LG2026
Efficient Message Passing for Partial Differential Equation Priors
Anna Kazachkova, Leonhard Hennicke, Rainer Schlosser +1
Prior information for real-world physical quantities is most elegantly expressed via partial differential equations (PDEs). In this paper, we propose a novel way to solve PDEs usin…
cs.LG2026
Direct Message Approximation (DMA): A Consistency-Based Framework for Tractable Approximate Inference on Factor Graphs
Ralf Herbrich, Rainer Schlosser, Jan Lemcke +11
Approximate message passing on factor graphs underlies two dominant families of probabilistic inference algorithms: expectation propagation (EP) and variational message passing (VM…