Top 40
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ML / AI methods
Reducing patch and annotation demands in histopathology segmentation and tumour analysis
Recent preprints target patch volume, annotation burden and multimodal fusion in histopathology and tumour segmentation tasks.
Single-cell
Computational methods resolve multiscale cellular organization in spatial transcriptomics
Higher-resolution spatial platforms such as Xenium, MERFISH and Visium HD motivate neighborhood-aware analysis of tissue organization.
Single-cell
Trajectory structure constrains regulatory inference from single-cell dynamics
Lineage trees, cyclic flow, and multi-branch trajectories are now used as explicit constraints for inferring regulatory dynamics from single-cell data.
Tools & infrastructure
Open software tools standardise omics and single-cell analysis workflows
Recent preprints and papers release installable Python, R and Rust tools that package omics preprocessing, visualization and ML inference.
Structural bio & protein design
Generative models steered by structural feedback for protein and molecule design
Recent preprints couple guiding potentials and iterative structure prediction into generative loops for proteins, antibodies, and ligands.