ZS-CEBE: leveraging zero-shot cross and bi-encoder architecture for cold-start news recommendationdoi:10.1007/s11760-024-03329-4News recommendationCold-start dilemmaZero-shotBi-encodersCross-encodersNews recommendation systems heavily rely on the information exchange between news articles and users to ...
Zero-shot learning aims to transfer the model of labeled seen classes in the source domain to the disjoint unseen classes without annotations in the target domain. Most existing approaches generally consider directly adopting the visual-semantic projection function learned in the source domain to the ...
N. Boddeti, “Neural architecture transfer,” IEEE Trans. Pattern. Anal. Mach. Intell., vol. 43, no. 9, pp. 2971−2989, Sept. 2021.. Google Scholar [70] W. Li, L. He, and Y. Cao. Many-objective evolutionary algorithm with reference point-based fuzzy correlation entropy for ...
Our proposed bi-directional skip connections can be directly adopted into any encoder-decoder architecture to further enhance its capabilities in various task domains. We evaluated our method on various medical image analysis tasks and the results show that our BiO-Net significantly outperforms the ...
Our design can be jointly adopted with forward skip connections in any encoder-decoder architecture forming a recurrence structure without introducing extra parameters. With the backward skip connections, we propose a U-Net based network family, namely Bi-directional O-shape networks, which set new ...
The proposed forecasting model uses a hybrid architecture of the Transformer and BiLSTM models called BREATH-Net. BiLSTM models exhibit a strong aptitude for effectively managing sequential data by adeptly capturing dependencies in both the forward and backward directions. Conversely, transformers excel ...
Based on Transformer structure, atrous convolution, gated convolution, and the spatial pyramid architecture, this paper proposes SFA and SPAC encoders for multi-scale feature extraction and then fusion feature information for subsequent decoding to generate segmentation results. At the same time, in ...