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Qiong Gu

2 accepted papers

2026

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

ICML 2026poster

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…

Cited by 0SourceScholar
2024

CountFormer: Multi-View Crowd Counting Transformer

ECCV 2024poster

"Multi-view counting (MVC) methods have shown their superiority over single-view counterparts, particularly in situations characterized by heavy occlusion and severe perspective distortions. However, hand-crafted heuristic features and identical camera layout requirements in conventional MVC methods…