Author

Yikai Cao

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Open access Aug 2026

Predicting Single‐Cell Perturbation Responses Across Biological Contexts With a Deep Generative Model Integrating Optimal Transport

ScPILOT learns a generative latent representation through discriminator‐assisted training and separates perturbation inference into cell‐level response estimation from observed contexts and query‐specific response transfer using latent optimal transport, a query‐conditioned framework for transferring responses to previ...

Jia-Liang Wang, Zi-Qi Liu, Zheng-Qiang Zhang et al. · Advancement of science · 0 citations

Prompt Distribution Design for RLOO Countdown Reasoning

This work studies two prompt-distribution interventions while keeping the SFT initialization, verifier, and RLOO objective fixed, and compares uniform RLOO, a static curriculum, and an adaptive curriculum.

Zhibo Dai, Yikai Cao · 0 citations