How cells respond to genetic perturbations reveals gene function, but each imaging experiment can measure only a limited set of molecular markers. Predicting additional readouts from label-free images could expand what these experiments reveal, but when such predictions can replace direct measurements remains unclear....
Meng-Ran Li, Jian-Qing Zhu, Bo Li et al.· bioRxiv· 0 citations
SLDBench v2 is introduced with two extensions, and active scaling law discovery is introduced: an agent chooses which experiments to run, pays each one's recorded cost, and revises its law as outcomes arrive, and is scored on the same hidden extrapolation targets as in the passive setting.
Ling-Bei Meng, Rui Huang, Zhi-Rong Shen et al.· 0 citations
The framework, Recursive Environment Scaling (RES), transforms existing benchmark environments while preserving their objectives and completion requirements and identifies recursive inheritance and dependency composition as important contributors to increased difficulty.
Lin Jing, Zheng-Bo Jiao, Yi-Chen Xiang et al.· 0 citations
These findings show that effective pruning should preserve broad visual coverage before fusion and progressively refine the retained tokens as cross-modal evidence evolves during fusion, and propose STAR-Pro (STage-Wise Adaptive Token Reduction with Progressive Refinement), a training-free two-stage framework.
Yi-Chen Guo, Ting-Hao Wang, Qi-Zhe Zhang et al.· 1 citation
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