Yanchi Li

Breaking Multi-Task Curse: Reward-Weighted Evolution for Black-Box Many-Task Optimization

Evolutionary multi-tasking accelerates black-box optimization via knowledge transfer but falters in scenarios involving many low-similarity tasks. We identify this scalability barrier as the *Multi-Task Curse*, driven by evaluation budget dispersion and negative transfer. To overcome this, we propos…