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q-bio.GN2026
CloneOT: predicting clone-specific perturbation responses with lineage-supervised neural inverse optimal transport
Yanshuo Chen, Wei Chen, Heng Huang
Predicting single-cell perturbation responses requires mapping between two unpaired populations of cells measured before and after the perturbation. Optimal transport (OT) provides…
cs.CL2026
Learning from Self-Debate: Preparing Reasoning Models for Multi-Agent Debate
Chenxi Liu, Yanshuo Chen, Ruibo Chen +3
The reasoning abilities of large language models (LLMs) have been substantially improved by reinforcement learning with verifiable rewards (RLVR). At test time, collaborative reaso…