Top 40
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ML / AI methods
Pretrained and graph-based encoders fused for biomedical prediction across omics and…
Single-cell foundation model embeddings and multi-omics graph fusion are now applied to survival, drug response, and diagnostic prediction.
Tools & infrastructure
Computational tools refine microbiome taxonomy, strain tracking, and diversity measures
Taxonomic and strain-level microbiome tools are now coupling sequence inference with genome-level structure and interactive interpretation.
Systems biology
Conditions under which inferred model structure and parameters remain recoverable
Benchmarks and diagnostics now test when structure and parameter recovery holds, from ODE libraries to SMLM sequences and agent-based models.
Single-cell
Computational reconstruction of cell fate and lineage from imaging and single-cell data
Learned representations are now judged against simple baselines as lineage and fate reconstruction tools expand across imaging and single-cell data.
Single-cell
Models infer regulatory and cell-state structure from noisy single-cell measurements
Recent single-cell methods make cell-type identity, proportions, and uncertainty explicit within the inference step itself.