TrendBio

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BACKFILLED Code and industry signals are partial for backfilled days.

Rank 1

Structural bio & protein design

Biomolecular generators encode multiple objectives, diversity, and physics-based checks

Discrete diffusion and agentic search are now applied to multi-objective protein, peptide, and polymer design with physics-based validation.

10 preprints · 1 published · ↑ 1.9× vs 4-wk avg
Rank 2

ML / AI methods

LLM agents and causal models target biomedical reasoning and generalization limits

Recent preprints test whether LLM agents and causal representation methods hold up on real biomedical benchmarks and clinical data.

8 preprints · 1 published · ↑ 1.6× vs 4-wk avg
Rank 3

ML / AI methods

Benchmarks test ML models for protein function, binder design, and binding prediction

New public benchmarks and redesign methods evaluate ML models on protein function, binder selectivity, and virtual screening tasks.

5 preprints · 4 published · ↑ 1.6× vs 4-wk avg
Rank 4

Single-cell

Graph and prior-informed models infer cellular and regulatory structure from omics data

Foundation models, graph neural networks and pathway priors are now applied to omics data for transfer, integration and structure inference.

7 preprints · 2 published · ↑ 1.6× vs 4-wk avg
Rank 5

Epigenomics

Assay and computational advances map regulatory elements and genome interactions

Replicate-level bias in ChIP-seq and new TSS-based CRE assays are reshaping how regulatory genome maps are validated and interpreted.

3 preprints · 5 published