Top 40
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ML / AI methods
Deep learning for biomedical images shifts toward standardized evaluation
Recent preprints pair open-source pipelines and benchmarks with explicit out-of-cohort testing across histopathology, MRI, and fluorescence microscopy.
ML / AI methods
ML models predict biological response to chemical and genetic perturbation
Benchmarks and new architectures now test how representation choice, evaluation design, and uncertainty affect perturbation response prediction.
Genomics
Comparative genomes link gene content to defense, metal uptake, and lifestyle
Genome-scale comparisons across bacteria, phage, and fungi now connect gene content to defense, metal acquisition, and ecological lifestyle.
Single-cell
Histology anchors multimodal integration of spatial and single-cell omics
Histology foundation models are now paired with genomic and transcriptomic modalities within single integration frameworks.
Genomics
T2T references and curated truth sets refine variant detection benchmarking
Complete T2T genomes and curated truth sets now give variant callers defined references for quantitative benchmarking.