Intrinsic Information Rates of Summaries in Simulation-Based Inference
arXiv:2610.34703v1 Announce Type: new Abstract: Simulation-based inference often encodes observations $Y$ into a fixed-dimensional summary $S$, with the posterior conditioning only on $S$. While exact preservation often requires infinite information, any such summary imposes a finite information bu…
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- 2026-10-27 04:00 · arXiv stat.ML
Intrinsic Information Rates of Summaries in Simulation-Based Inference