38 citations · 38 across the 3 of their papers we have counts for
3 papers
math.OC2026
Operator Calculus for Population-Based Optimization: Modular Convergence and Finite-Population Guarantees
Pekka Malo, Lauri Viitasaari, Patrik Nummi +3
Population-based optimizers combine update rules such as mutation, selection, and recombination. When one rule changes, it is often unclear which convergence guarantees survive or…
cs.LG2024
The Price of Failure Risk: Clipped Barrier Policy Gradients with Convex Regularization
Pekka Malo, Lauri Viitasaari, Antti Suominen +2
In many control problems, actions consume a resource budget, such as a wear allowance, and the probability of exhausting it within a given horizon must stay below a tolerance. A si…
math.OC2016★ 38 cited
Optimal Management of Naturally Regenerating Uneven-aged Forests
Ankur Sinha, Janne Rämö, Pekka Malo +2
A shift from even-aged forest management to uneven-aged management practices leads to a problem rather different from the existing straightforward practice that follows a rotation…