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Author

Michal Valko

Founding Researcher @ Isara Labs

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#machine learning Conference Open access Apr 2026

Evolutionary Feature Selection for Spiking Neural Network Pattern Classifiers

Preliminary results on IRIS standard data set give evidence that this extension of JASTAP model allows the use of smaller neural networks that can handle noisier data without any degradation in classification accuracy.

Michal Valko, N. Marques, M. Castellani · 10 citations
#machine learning Preprint Sep 2026

An analysis of Mirror-Descent Soft Actor-Critic

Soft Actor-Critic (SAC) is widely used for entropy-regularised reinforcement learning with continuous action spaces, and practical implementations perform only a few actor steps towards an evolving target. In this work, we prove convergence guarantees when the target policy arises from policy mirror descent and compare...

Denis Zorba, Michal Valko · 0 citations
Preprint Aug 2026

DiG-bench: Discovery in Games

DiG-bench (Discovery in Games) is released, a new benchmark for discovering new knowledge with experimentation in controlled environments where the objective is unknown, which provides games at seven tiers of difficulty for AI agents.

R. Battleday, Kai J. Sandbrink, Jimi Cullen-Drohan et al. · 2 citations · ⚡1

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