3 papers
cs.AI2026
Towards Healthy Evolution: Exploring the Role and Mechanisms of Human-Agent Interaction in Self-Evolving Systems
Dianxing Shi, Bowen Wang, Junqi He +2
Self-evolving agents improve through continual self-play and self-generated learning signals, but autonomous evolution can also cause capability degradation and safety drift. Altho…
cs.NE2026
Fast Estimations of Hitting Time of Elitist Evolutionary Algorithms from Fitness Levels
Jun He, Siang Yew Chong, Xin Yao
The fitness level method is a widely used technique for estimating the mean hitting time of elitist evolutionary algorithms on level-based fitness functions. However, this paper id…
cs.NE2026
Estimate Hitting Time by Hitting Probability for Elitist Evolutionary Algorithms
Jun He, Siang Yew Chong, Xin Yao
Drift analysis is a powerful tool for analyzing the time complexity of evolutionary algorithms. However, it requires manual construction of drift functions to bound hitting time fo…