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cs.LG2026
The Degeneracy Distillery
T. Lucas Makinen, Deaglan J. Bartlett, Niall Jeffrey +1
When two or more parameters or labels produce similar data, they are degenerate, or hard to distinguish. Degeneracies render both label prediction and inverse problems difficult, s…
cs.LG2023★ 15 cited
Evidence Networks: simple losses for fast, amortized, neural Bayesian model comparison
Niall Jeffrey, Benjamin D. Wandelt
Evidence Networks can enable Bayesian model comparison when state-of-the-art methods (e.g. nested sampling) fail and even when likelihoods or priors are intractable or unknown. Bay…