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[2511.10180] Selection of Supervised Learning-based Sparse Matrix Reordering Algorithms
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SpaBalance: Balanced Learning for Efficient Spatial Multi‐Omics Decoding
1 Introduction In recent years, spatial multi-omics technologies have advanced rapidly, enabling the simultaneous acquisition of multi-layered omics data along with their spatial localization. This breakthrough overcomes the limitations of conventional sequencing methods,[1-4] which rely on aligning sequencing reads to reconstruct transcript structures and measure gene expression levels, but typically lack spatial information.
A survey of sequence-to-graph mapping algorithms in the pangenome era - Genome Biology
We consider “mapping” to be a more general concept than “alignment.” “Mapping” refers to the process of locating the approximate position of a sequence within a reference without precise “alignment” [6, 40]. It can also encompass the entire process, including exact “alignment,” such as GenomeMapper [21] or VG map [41]. In contrast, “alignment” specifically denotes the process of achieving base-level precision in matching, as seen in algorithms like Smith-Waterman (SW) [42] and WFA [43, 44].
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