Various techniques involved in analyzing social media data have become an important aspect of research. There is a need for efficient techniques to explore huge amounts of data for information prediction like product ...
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The remarkable generalization of large-scale models has recently gained significant attention in multimodal ***, deploying heterogeneous large-scale models with different modalities under Federated Learning (FL) to pr...
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The remarkable generalization of large-scale models has recently gained significant attention in multimodal ***, deploying heterogeneous large-scale models with different modalities under Federated Learning (FL) to protect data privacy imposes tremendous challenges on clients' limited computation and *** this work, we propose M2FEDSA to address the above *** realize modularized decomposition of large-scale models via Split Learning (SL) and only retain privacy-sensitive modules on clients, alleviating storage *** freezing large-scale models and introducing two specialized lightweight adapters, the models can better focus on task-specific knowledge and enhance modality-specific knowledge, improving the model's adaptability to different tasks while balancing *** addition, M2FEDSA further improves performance by transferring multimodal knowledge to unimodal clients at both the feature and decision levels, which leverages the complementarity of different *** experiments on various multimodal classification tasks validate the effectiveness of our proposed *** code is made available publicly at https://***/M2FedSA/M-2FedSA. Copyright 2024 by the author(s)
In this paper, we propose a method for eyewear detection using Convolutional Neural Networks (CNNs). The objective of the study is to accurately classify images into two classes: "Glasses" and "No Glass...
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Achieving high strength in Mg alloys is usually accompanied by ductility ***,a novel Mg97Y1Zn1Ho1 at.%alloy with a yield strength of 403 MPa and an elongation of 10%is *** strength-ductility synergy is obtained by a c...
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Achieving high strength in Mg alloys is usually accompanied by ductility ***,a novel Mg97Y1Zn1Ho1 at.%alloy with a yield strength of 403 MPa and an elongation of 10%is *** strength-ductility synergy is obtained by a comprehensive strategy,including a lamella bimodal microstructure design and the introduction of nano-spaced solute-segregated 14H long-period stacking-ordered phase(14H LPSO phase)through rare-earth Ho *** lamella bimodal microstructure consists of elongated un-recrystallized(un-DRXed)coarse grains and fine dynamically-recrystallized grains(DRXed regions).The nano-spaced solute-segregated 14H LPSO phase is distributed in DRXed *** outstanding yield strength is mainly contributed by grain-boundary strengthening,18R LPSO strengthening,and fiberlike reinforcement strengthening from the nano-spaced 14H LPSO *** high elongation is due primarily to the combined effects of the bimodal and lamellar microstructures through enhancing the work-hardening capability.
A permutation is a mathematical technique for determining the number of possible arrangements in any set where the particular sequence of the arrangements *** of permutations of a string is a complex task, especially ...
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This paper introduces a mathematical model for simulating natural light, grounded in the simple sky model and advanced sun positioning techniques. By processing inputs like time, geographical coordinates, and weather,...
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Cycle Sort is a straightforward in-place sorting algorithm that is appropriate for certain use cases where limitations on memory or write costs are the main *** does this by minimizing the amount of writes to *** Sort...
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The conventional methods to identify plant diseases involve visual inspection which can be imprecise and result in delayed discovery of diseases. To solve these issues, the integration of Machine Learning driven syste...
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The need for parallel sorting algorithms have been driven by the increasing need for large-scale datasets to be processed *** sorting is one of the sorting algorithms that carries sorting in linear *** study focuses o...
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In arbitrary arithmetic computation and computational science, multiplying large integers is a widely used *** cryptographic techniques involve operations on extremely large subsets of the integer numbers, including t...
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