Top 40
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Epigenomics
Sequence-to-function models decode regulatory rules and 3D chromatin organization
Sequence-based models are now paired with rule-level interpretation and Hi-C, Micro-C, and imaging-based 3D genome inference.
ML / AI methods
Learned protein and peptide representations predict binding, stability, and kinetics
Transfer learning from pretrained protein encoders is extending deep predictors to peptides, GPCR mutational effects, and out-of-distribution enzyme kinetics.
Genomics
Haplotype-based simulation and reference tools drive population variant inference
Recent preprints and publications pair real-haplotype simulation with mitochondrial and ancestry tools built on public reference resources.
ML / AI methods
Diffusion denoising reframed as transport map optimization for 3D molecule generation
Recent preprints pair generative denoising, Bayesian network inference, and geometry-aware surrogates, each evaluated on synthetic or cross-subject data.
Tools & infrastructure
Curated metabolic and nutritional resources enable computational microbial inference
Reaction coverage, strain embeddings, and cobamide distributions are now curated inputs for microbial metabolic and ecological inference.