All Competitors

Transformer U-Net pretrained on 6 trillion tokens of multi-species DNA, predicting expression and epigenomic tracks across 1 Mb of context.

Biomolecular sequence-structure co-design that plans over frozen folding and inverse-folding models with Monte Carlo tree search, training nothing.

Normative foundation model for structural brain MRI that scores how far each of 218 anatomical parcels departs from healthy aging.

Peptide-focused instruction-tuned LLM that describes function, designs sequences, predicts eight bioactivity properties and edits physicochemistry.

Cell-level pathology foundation model that types every nucleus on a routine H&E slide, supervised by paired Xenium spatial transcriptomics.

Contrastive encoder aligning NMR metabolomics to the plasma proteome, adding proteome-level disease risk signal to cohorts with no proteomics.

Sleep staging from one behind-the-ear electrode pair, feeding automated REM-sleep-without-atonia scoring and REM sleep behaviour disorder detection.

Medical imaging foundation model unifying pathology and radiology, serving classification and segmentation on 2D, 3D and gigapixel inputs.

Sequence-conditioned generative framework that reconstructs missing prostate MRI contrasts and restores artefact-degraded acquisitions.

Self-supervised stereo-EEG encoder that localizes the seizure onset zone in drug-resistant epilepsy from peri-ictal superlet spectrograms.

B-cell epitope prediction from antigen sequence alone. Fine-tunes ESM-2 with LoRA instead of freezing it, and scores antigens up to 1,724 residues.

RNA inverse folding model conditioned on a context-free-grammar parse tree of the target secondary structure, with explicit GC-content control.

Single-molecule localisation microscopy analyser that infers interpretable structural descriptors and regenerates matched synthetic datasets.

Olfactory receptor-odorant interaction prediction from sequence and SMILES, pairing protein and chemical language models through cross-attention.

Conformational ensemble generation between two anchor structures, mixing inverse-folding probabilities to prompt a frozen structure predictor.

Graph transformer VAE that encodes ligand binding sites into latent point clouds, turning template search into a Chamfer distance lookup.

Single-cell perturbation model that generates a transcriptome gene by gene, letting a regulatory-network policy choose which genes come first.

Protein druggability classification from sequence alone, stacking a self-attentive BiLSTM and Transformer encoder on frozen ESM-2 embeddings.

Infers gene-centered chromatin interactions from bulk RNA-seq alone, mapping 3D genome changes across 12,347 tumor and normal transcriptomes.

Brain MRI morphometry framework turning one T1w scan into 13 descriptors and a normative deviation profile shared across 19 clinical diagnoses.

Hierarchical Enzyme Commission number annotation mapping frozen ESM-2 embeddings onto Random Forest classifiers, at 0.90 weighted F1 on 4-digit EC.

Single-cell cytometry model that tokenizes each cell as marker-expression pairs, letting studies with different antibody panels share one encoder.

Drug-target affinity model scoring small molecules across the whole human proteome to yield tissue-weighted off-target binding profiles.