Top 40
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Single-cell
Deep generative models separate biological variation in single-cell and spatial omics
Recent work pairs disentangled latent models with causal, spatial and foundation-model designs to isolate biological factors in single-cell data.
Tools & infrastructure
Software refines microbiome profiling from 16S references to metagenome annotation
Recent preprints and publications extend reference curation, annotation, differential abundance, and functional recovery tools for microbiome analysis.
Structural bio & protein design
Generative models design molecules against explicit objectives and realism checks
Benchmarks against confirmed actives and synthesis-aware scoring now test whether generated molecules are realistic, not merely produced.
Single-cell
Single-cell trajectories are modeled for differential expression and regulatory inference
Single-cell trajectory data now support pseudotime-aware differential expression, regulatory network inference, and pathway activity scoring.
Genomics
Long-read methods expand detection of structural, mitochondrial and complex variation
Long-read sequencing now enables local assembly, target-free allele reconstruction, and methylation-aware phasing across diverse variant classes.