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Published in 2025 at "Scientific Reports"
DOI: 10.1038/s41598-024-84295-2
Abstract: We introduce efficient tensor network models for sequence processing motivated by correspondence to probabilistic graphical models, interpretability and resource compression. Inductive bias is introduced via network architecture as motivated by correlation and compositional structure in…
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Keywords:
quantum;
quantum inspired;
tensor;
sequence processing ... See more keywords
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Published in 2021 at "Bioinformatics"
DOI: 10.1093/bioinformatics/btab235
Abstract: SUMMARY Sequence Processing and Data Extraction (SPDE) has eight modules comprising 100 basic functions ranging from sequence extraction, format conversion to data reorganization and mining, and all of these functions can be completed by point-and-click…
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Keywords:
extraction;
data extraction;
sequence;
processing data ... See more keywords
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Published in 2019 at "IEEE Robotics and Automation Letters"
DOI: 10.1109/lra.2019.2927096
Abstract: Visual place recognition is the problem of camera-based localization of a robot given a database of images of known places, potentially under severe appearance changes (e.g., different weather or illumination). Typically, the current query images…
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Keywords:
sequence processing;
mobile robot;
place recognition;
place ... See more keywords
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Published in 2024 at "IEEE Transactions on Neural Networks and Learning Systems"
DOI: 10.1109/tnnls.2024.3513912
Abstract: Sequence processing is a fundamental research area in artificial intelligence (AI) that encompasses various tasks and applications. Existing models—such as recurrent neural networks (RNNs) and transformers—have drawbacks such as slow computation, high complexity, and overfitting.…
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Keywords:
weighted relative;
relative distance;
weird net;
sequence processing ... See more keywords