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20232026
most citedImage reconstructions using sparse dictionary representations and implicit, non-negative mappings

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cs.CE2026

Stochastic Latent Twins: Learning Stochastic Solution Operators

Matthias Chung, Jack Michael Solomon, Deepanshu Verma

Scientific prediction under uncertainty requires more than a single future state: it requires the distribution of possible outcomes. We show that this distribution-valued evolution…

cs.LG2026

Variational Sparse Paired Autoencoders (vsPAIR) for Inverse Problems and Uncertainty Quantification

Jack Michael Solomon, Rishi Leburu, Matthias Chung

Inverse problems are fundamental to many scientific and engineering disciplines; they arise when one seeks to reconstruct hidden, underlying quantities from noisy measurements. Man…