
The author proposes Caduceus, a bi-directional long-range DNA language model that outperforms previous models on genomics tasks by leveraging bi-directionality and equivariance.


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caduceus-bi-directional-equivariant-long-range-dna-sequence-modeling


Caduceus: Bi-Directional Equivariant Long-Range DNA Sequence Modeling


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DNAの長距離シーケンスモデリングにおける双方向同変性の重要性と効果的なアーキテクチャの提案。



Caduceus introduces innovative bi-directional and reverse complement equivariant modeling for DNA sequences, outperforming existing models on genomics tasks.



Caduceus ist das erste RC-äquivariante bidirektionale Langstrecken-DNA-Sprachmodell, das HyenaDNA und Transformer-Modelle in der Genomik übertrifft.
