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Adam in physical language It can be instructive to compare the update rules (16)- (18) with the corresponding update rules for Adam [27], which we will use as a baseline · 1994

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Optimizers for Stabilizing Likelihood-free Inference

hep-ph · 2025-01-30 · conditional · novelty 6.0

A Hamiltonian, energy-conserving optimizer (ECDq=1) reduces initialization dependence and mean error compared to Adam for neural likelihood-ratio estimation in two collider-physics benchmarks.

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  • Optimizers for Stabilizing Likelihood-free Inference hep-ph · 2025-01-30 · conditional · none · ref 2

    A Hamiltonian, energy-conserving optimizer (ECDq=1) reduces initialization dependence and mean error compared to Adam for neural likelihood-ratio estimation in two collider-physics benchmarks.