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…
math.OC2025
A Review of Bilevel Optimization: Methods, Emerging Applications, and Recent Advancements
Dhaval Pujara, Ankur Sinha
This paper presents a comprehensive review of techniques proposed in the literature for solving bilevel optimization problems encountered in various real-life applications. Bilevel…
cs.AI2025
AutoOpt: A Dataset and a Unified Framework for Automating Optimization Problem Solving
Ankur Sinha, Shobhit Arora, Dhaval Pujara
This study presents AutoOpt-11k, a unique image dataset of over 11,000 handwritten and printed mathematical optimization models corresponding to single-objective, multi-objective,…