benchmark suite 1constrained mdp 1industrial decision making 1operations research 1safe reinforcement learning 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.LG2026
SafeOR-Gym: A Benchmark Suite for Safe Reinforcement Learning Algorithms on Practical Operations Research Problems
Asha Ramanujam, Adam Elyoumi, Hao Chen +5
The paper introduces SafeOR-Gym, a benchmark suite of nine operations‑research environments designed to evaluate safe reinforcement learning algorithms on realistic planning and sc…
math.OC2025
A Tutorial on Multi-time Scale Optimization Models and Algorithms
Asha Ramanujam, Can Li
Systems across different industries consist of interrelated processes and decisions in different time scales including long-time decisions and short-term decisions. To optimize suc…