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Multimodal PPG-Based Arrhythmia Detection Using a CLIP-Initialized Multi-Task U-Net and LLM-Assisted Reporting. [PDF]
Sensors (Basel)Huh Y, Noh M, Ji D, Oh Y, Sun S.
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Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation
European Conference on Computer Vision, 2018Spatial pyramid pooling module or encode-decoder structure are used in deep neural networks for semantic segmentation task. The former networks are able to encode multi-scale contextual information by probing the incoming features with filters or pooling
Liang-Chieh Chen +4 more
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International Journal of Foundations of Computer Science, 2009
The purpose of this paper is to present various algebraic views of multisets, and certain connections between the theory of multisets (with multiplicities in the semiring of positive integers) and natural computing, in particular membrane and DNA computing.
Gabriel Ciobanu, Viorel Mihai Gontineac
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The purpose of this paper is to present various algebraic views of multisets, and certain connections between the theory of multisets (with multiplicities in the semiring of positive integers) and natural computing, in particular membrane and DNA computing.
Gabriel Ciobanu, Viorel Mihai Gontineac
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Multiterminal source encoding with encoder breakdown
IEEE Transactions on Information Theory, 1989Summary: When separate encoders are assigned to each of two correlated sources, it is in general true that the rate sum required is less when decoding is done by a single decoder than when separate decoders are used. However, if either encoder breaks down, system performance ordinarily degreades severely in the single-decoder case when one tries to ...
Toby Berger, Raymond W. Yeung
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BERT4Rec: Sequential Recommendation with Bidirectional Encoder Representations from Transformer
International Conference on Information and Knowledge Management, 2019Modeling users' dynamic preferences from their historical behaviors is challenging and crucial for recommendation systems. Previous methods employ sequential neural networks to encode users' historical interactions from left to right into hidden ...
Fei Sun +6 more
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2021 International Joint Conference on Neural Networks (IJCNN), 2021
A salient problem in machine learning is transforming categorical variables into efficient numerical features. This focus is warranted due to the ubiquity of categorical data in real-world applications but, on the contrary, the development of many machine learning methods based on the assumption of having numerical variables.
Kassymzhomart Kunanbayev +2 more
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A salient problem in machine learning is transforming categorical variables into efficient numerical features. This focus is warranted due to the ubiquity of categorical data in real-world applications but, on the contrary, the development of many machine learning methods based on the assumption of having numerical variables.
Kassymzhomart Kunanbayev +2 more
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Societal Versus Encoded Stereotypes in Text Encoders
2023 IEEE 35th International Conference on Tools with Artificial Intelligence (ICTAI), 2023Text encoders have recently been convicted of en-coding unjustified social stereotypes, which lead models to make biased and prejudiced predictions when trained on downstream tasks such as sentiment analysis or question answering. The presence of bias in NLP models is dangerous since it promotes the divide between different social groups.
Yacine Gaci +3 more
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Proceedings of the 5th International Conference on Digital Libraries for Musicology, 2018
In this paper, we discuss how different encodings in symbolic music files can have consequences for music analysis, where a truthful representation, not only of the musical score, but of the semantics of the music, can change the results of music analysis tools.
Néstor Nápoles +2 more
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In this paper, we discuss how different encodings in symbolic music files can have consequences for music analysis, where a truthful representation, not only of the musical score, but of the semantics of the music, can change the results of music analysis tools.
Néstor Nápoles +2 more
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Efficient Multi-Threading Strategies in VVenC, an Open and Optimized VVC Encoder Implementation
IEEE International Symposium on Multimedia, 2022The Versatile Video Coding (VVC) standard has been developed to meet the ever-increasing demand for higher compression of digital video data. Compared to its predecessor, the High-Efficiency Video Coding (HEVC) standard, VVC reduces the bitrate by around
Valeri George +6 more
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