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

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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…