Optimizing RNA design with AI and an Ising machine: Encoding matters

RNA has emerged as one of the most promising molecules in modern medicine, enabling advances from mRNA vaccines and gene ...

Black-box optimization weather intervention method supports future disaster mitigation

In recent years, the frequency of weather-related natural disasters—cyclones, torrential rains, floods—has increased as a consequence of global warming. These disasters cause billions of dollars in ...
IEEE

Synergistic Bayesian Optimization and Reinforcement Learning with Bidirectional Interaction for Efficient VLSI Constraint Tuning

Abstract: The exponential complexity growth of the very large-scale integration (VLSI) design space demands efficient automated parameter tuning of constraints. Confronting the dual limitations of ...
IEEE

Nonlinear Mapping Meets Multi-Task Bayesian Optimization: A Knowledge Transfer Perspective

Abstract: Bayesian optimization (BO), a data-efficient method for expensive black-box optimization, has traditionally focused on single-task scenarios, ignoring potential correlations among related ...