# Leveraging Evolutionary Surrogate-Assisted Prescription in Multi-Objective Chlorination Control Systems

arXiv: https://arxiv.org/abs/2508.19173 · HTML: https://mlsanity.com/paper/2508.19173/

## Key facts

- No citing papers in the map yet (data through 14 Oct 2026).
- Builds on 1 of its 2 references that are in the map.
- First posted on arXiv 26 Aug 2025.

## Builds on (most cited first, 1 of 1)

- [Effective Reinforcement Learning through Evolutionary Surrogate-Assisted Prescription](https://mlsanity.com/paper/2002.05368/) (2020)

## Abstract (arXiv)

This short, written report introduces the idea of Evolutionary Surrogate-Assisted Prescription (ESP) and presents preliminary results on its potential use in training real-world agents as a part of the 1st AI for Drinking Water Chlorination Challenge at IJCAI-2025. This work was done by a team from Project Resilience, an organization interested in bridging AI to real-world problems.