EurekAlert!

Application of multi-objective optimization based on Sobol sensitivity analysis in solar single-double-effect LiBr−H2O absorption refrigeration

To improve the adaptability of solar refrigeration systems to different heat sources, a single-double-effect LiBr-H2O ...
EurekAlert!

Dynamic decision-making of UAV swarm based on constrained multi-objective optimization under incomplete interference information

The challenge of resource allocation for UAV swarms in dynamic and uncertain electromagnetic environments has been investigated for years. In a recent breakthrough published in the Chinese Journal of ...
IEEE

A Size-Imbalanced Dual Population with Complementary Search for Sparse Large-Scale Multi-Modal Multi-Objective Optimization

Abstract: Multi-modal multi-objective optimization problems (MMOPs), which contain multiple distinct Pareto sets, are found in many real-world applications. Their multi-modality characteristics ...
IEEE

MORA-LLM: Enhancing Multi-Objective Optimization Recommendation Algorithm by Integrating Large Language Models

Abstract: Multi-objective evolutionary algorithms (MOEAs) have achieved notable success in recommendation systems (RSs) by meeting diverse user needs. However, existing MOEAs lack effective methods to ...
GitHub

Learning to Watermark: A Selective Watermarking Framework for Large Language Models via Multi-Objective Optimization (NeurIPS 2025 Poster)

In summary, our contributions are as follows: • Analysis: We find existing selective watermarking method underexplored potentially informative factors that may be used as criterions for selection. We ...
GitHub

Hierarchical Optimization via LLM-Guided Objective Evolution for Mobility-on-Demand Systems

Mobility-on-demand platforms, such as ride-hailing services, have become critical urban transportation infrastructures. They address unbalanced demand and supply by continuously executing ...