Slavomír Hanzely

collaborators

3 papers

cs.LG2024

$ψ$ DAG: Projected Stochastic Approximation Iteration for DAG Structure Learning

Klea Ziu, Slavomír Hanzely, Loka Li +3

Learning the structure of Directed Acyclic Graphs (DAGs) presents a significant challenge due to the vast combinatorial search space of possible graphs, which scales exponentially…

cs.LG2023

Adaptive Optimization Algorithms for Machine Learning

Slavomír Hanzely

Machine learning assumes a pivotal role in our data-driven world. The increasing scale of models and datasets necessitates quick and reliable algorithms for model training. This di…

math.OC2023

Convergence of First-Order Algorithms for Meta-Learning with Moreau Envelopes

Konstantin Mishchenko, Slavomír Hanzely, Peter Richtárik

In this work, we consider the problem of minimizing the sum of Moreau envelopes of given functions, which has previously appeared in the context of meta-learning and personalized f…

ψDAG: Projected Stochastic Approximation Iteration for DAG Structure Learning

Adaptive Optimization Algorithms for Machine Learning

Convergence of First-Order Algorithms for Meta-Learning with Moreau Envelopes

$ψ$ DAG: Projected Stochastic Approximation Iteration for DAG Structure Learning