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Author

Ionel Popescu

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Preprint Jul 2026

Non-Gaussianity of the Stagnation Law in Particle Swarm Optimization

It is proved that throughout the open mean-square stability region, no invariant position marginal, and hence no limiting position marginal, can be Gaussian.

Alexandra-Ionela Andriciuc, Ionel Popescu, David-Corneliu Turturean · 0 citations
Preprint Jul 2026

Rank-One Fluctuations in Averaging-Learning Dynamics

We study averaging-learning dynamics without an exogenous ground truth: the reference signal is generated endogenously by the population. The dynamics combine a time-varying averaging matrix, a learning-source matrix, and a learning matrix, typically diagonal. Dobrushin-type contraction controls the decay of oscillatio...

Ionel Popescu, Tushar Vaidya · 0 citations

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