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Wen-Bin Xing

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#machine learning Preprint May 2026

CellScientist: From Execution Feedback to Auditable Model-Revision Trajectories for Cellular Perturbation Prediction

This work presents CellScientist, a protocol-constrained workflow that converts execution and validation feedback into auditable model-revision trajectories, and produces both a selected predictor and an inspectable record of its development.

Meng-Ran Li, Bo Li, Jia-Yi Wang et al. · 0 citations
Review

Expert Systems With Applications

This survey focuses on four fundamental data-centric challenges: (1) Incompleteness, real-world graphs have missing nodes, edges, (2) Missing nodes, edges, and (3) Missing edges.

Meng-Ran Li, Pengyu Zhang, Wen-Bin Xing et al. · 0 citations

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