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Author

Hao-Chen Wang

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Review Open access Aug 2026

MultiFlow: coupled flow matching for predicting single-cell multiomic perturbation responses in unseen cellular contexts

Predicting cellular responses to perturbation requires resolving coordinated changes across molecular layers, yet most single-cell perturbation models focus on transcriptional responses alone. Here we present MultiFlow, a coupled flow-matching framework that unifies generation and perturbation prediction of paired gene...

Hao-Chen Wang, Charming Zhang, Meng-Ran Zhang et al. · 0 citations
#machine learning Preprint Sep 2026

Code-to-Harness: Distilling Black-Box Optimizers from Self-Play

This work studies low-budget black-box optimization, where unaided language models remain well below strong classical optimizers and attains the lowest regret on a sealed YouTube reward-tuning production benchmark.

Yi Wu, Zheng Ren, Zhi-Yu Hu et al. · 0 citations

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