Top 40
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ML / AI methods
Computational methods for transcriptomic network inference and single-cell analysis
Lightweight, locally runnable LLM agents are being benchmarked against deterministic methods for spatial transcriptomic region annotation.
Single-cell
Computational inference of cell-state and regulatory activity from single-cell data
Single-cell and single-nucleus datasets now support pathway, enhancer, communication, and annotation-level inference across tissues and disease states.
ML / AI methods
Patch selection and tiling strategies cut input volume for whole-slide histopathology
Recent preprints reduce patch volume, annotation dependence, or input scale for histopathology and tumour segmentation.
Tools & infrastructure
Open-source tools standardize proteomics and omics data processing and metadata
Recent releases target reproducibility in MS-based proteomics, from DIA quantification benchmarks to metadata extraction and model serving.
Structural bio & protein design
Guided generative models steer protein and small-molecule design via structural feedback
Recent preprints extend generative protein and molecule design with guiding potentials, iterative structure feedback, and wet-lab validation.