Top 40
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Structural bio & protein design
Guided generative models steer protein and molecule design with structural feedback
Recent preprints and publications apply guiding potentials and iterative feedback to protein and molecule generative design.
Single-cell
Inferring regulatory programs and cell states from single-cell and spatial data
Single-cell ATAC, RNA, and spatial datasets now support scalable inference of regulatory activity, pathway, and cell-type communication programs.
ML / AI methods
Reducing patch volume and annotation needs in histopathology analysis
Recent histopathology work seeks to cut patch volume, annotation burden, or input scale while targeting tumour segmentation and prediction tasks.
ML / AI methods
Protein language model embeddings fused with structure, binding sites, and chemistry
Pretrained protein language model embeddings are increasingly combined with 3D structure, binding-site, text, and chemical encoders in shared latent spaces.
Structural bio & protein design
Benchmarking and automating structure-based modeling of biomolecular complexes
Docking, MD, and generative design tools are being benchmarked and packaged into automated workflows for antibodies, PROTACs, and RNA targets.