38 citations · 38 across the 3 of their papers we have counts for
3 papers
math.OC2026
Operator Calculus for Population-Based Optimization: A Mean-Field Convergence Theory
Pekka Malo, Lauri Viitasaari, Patrik Nummi +3
Population-based and distributional optimization methods, from evolution strategies and consensus-based optimization to covariance-matrix adaptation and stochastic gradient methods…
cs.LG2024
Convex Regularization and Convergence of Policy Gradient Flows under Safety Constraints
Pekka Malo, Lauri Viitasaari, Antti Suominen +2
This paper examines reinforcement learning (RL) in infinite-horizon decision processes with almost-sure safety constraints, crucial for applications like autonomous systems, financ…
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…