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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Xiangyu Ji

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Book Open access Aug 2026

MotRNA: Encoding RNA Motifs via Explicit N-gram Memory

RNA motifs and Low-Complexity Repeats (LCRs)—recurrent, conserved sequences of nucleotides—serve as the fundamental vocabulary of RNA structure and biological function. While current RNA foundation models have revolutionized sequence modeling through Transformer architectures, they predominantly prioritize modeling glo...

Xiang-Yu Ji, Xin Wang, Yang Zhang et al. · 0 citations
Book Open access Aug 2026

MotRNA: Encoding RNA Motifs via Explicit N-gram Memory

Crucially, the analysis reveals that the backbone encoder becomes self-contained post-training: the memory module facilitates the internalization of motif semantics into the model parameters, allowing the backbone to retain performance advantages even when the memory is detached during inference.

Xiangyu Ji, Xin Wang, Yang Zhang et al. · 0 citations

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