When Appearance Stops Predicting Information: My Experience of the 2026 Deep Reconstruction Workshop

Learned image reconstruction can make a scan look cleaner while carrying less real information — and nothing in the image tells you which happened. Notes from a day at Penn Medicine’s Deep Reconstruction Workshop, where four speakers attacked that problem from four very different angles, from silent failure modes in radiology to why some AI models fabricate structures that were never there.

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