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cs.AI2026
From Retrieval to Reasoning: Agentic Mechanism Prediction from Cell Painting Profiles
Jiayuan Chen, Botao Yu, Tianyu Liu +3
Cell Painting is a high-content morphological profiling assay widely used for phenotype-based biological inference, with mechanism of action (MOA) prediction as a central applicati…
cs.AI2025
Accelerating Scientific Discovery with Autonomous Goal-evolving Agents
Yuanqi Du, Botao Yu, Tianyu Liu +25
There has been unprecedented interest in developing agents that expand the boundary of scientific discovery, primarily by optimizing quantitative objective functions specified by s…