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Hierarchical cross-modal attention and dual audio pathways for enhanced multimodal sentiment analysis
Published 2025-07-01“…Specifically, its main innovation is a dual audio pathway augmented with a dynamic gating module and a cross-modal self-attention layer that enables fine-grained interaction among modalities. …”
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Shaping future sustainable cities with AI-powered urban informatics: Toward human-AI symbiosis
Published 2025-06-01“…This Opinion paper synthesises insights into four key research directions, focusing on the evolving landscape of urban informatics and its potential to drive innovation in sustainable cities, policy-making, and societal development.…”
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CLTNet: A Hybrid Deep Learning Model for Motor Imagery Classification
Published 2025-01-01“…Despite the great potential of BCI technology, the challenges of extracting and decoding brain signals limit its wide application. …”
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246
Head Horn Enhances Hydrodynamic Perception in Eyeless Cavefish
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Integrative multi-omics analysis reveals the contribution of neoVTX genes to venom diversity of Synanceia verrucosa
Published 2024-12-01“…Further functional studies are encouraged to exploit the venom components of S. verrucosa for pharmaceutical innovation.…”
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Bibliometric analysis and knowledge mapping of diabetes mellitus combined with tuberculosis research: trends from 1995 to 2023
Published 2025-04-01“…BackgroundThe synergistic epidemic of diabetes mellitus and tuberculosis (DM-TB) has created a dual disease burden, challenging global health systems with complex pathophysiological interactions and suboptimal treatment outcomes. To decode the evolving research landscape, this study presents the latest comprehensive bibliometric analysis mapping the intellectual architecture of DM-TB research over three decades.MethodsWe systematically analyzed 791 peer-reviewed articles from the Web of Science Core Collection (1995-2023) using CiteSpace, VOSviewer, and Bibliometrix. …”
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The potential of large language models to advance precision oncology
Published 2025-05-01“…We then elaborate on the role of LLMs in cancer screening and diagnosis, metastasis identification, tumour staging, treatment recommendation, and documentation processing tasks by decoding various types of clinical data. Moreover, the current barriers faced by LLMs, such as hallucinations, ethical problems, limited application, and so on, are outlined along with corresponding solutions, where the further purpose is to inspire improvement and innovation in this field with respect to harnessing LLMs for advancing precision oncology.…”
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Physics-Informed Neural Networks: A Review of Methodological Evolution, Theoretical Foundations, and Interdisciplinary Frontiers Toward Next-Generation Scientific Computing
Published 2025-07-01“…This review establishes a three-dimensional analytical framework to systematically decode PINNs’ development through methodological innovation, theoretical breakthroughs, and cross-disciplinary convergence. …”
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Lightweight Tea Shoot Picking Point Recognition Model Based on Improved DeepLabV3+
Published 2024-09-01“…Conversely, shallow features proceeded directly to the decoding stage, undergoing channel reduction processing before being integrated with upsampled deep features. …”
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MULTIMODAL APPROACH TO THE STUDY OF SPECIALIZED TEXTS IN TECHNICAL DISCOURSE
Published 2023-12-01“…Knowledge of these parameters and the ability to correctly decode and use them helps not only a technical specialist to successfully perform his duties, but also an ordinary person to successfully interact with machines and mechanisms, to understand innovation in the information technology age. …”
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Neuromuscular Interactions: a Bridge between Mind and Technology
Published 2023-10-01“…Additionally, it examines challenges such as signal decoding precision and raises ethical and privacy concerns. …”
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Doppler Compensation Techniques for M-Ary Sequence Spread Spectrum Signals Based on Correlation Cost Factors in Mobile Underwater Acoustic Communication
Published 2024-11-01“…This paper innovatively proposes a method for updating matched filters based on correlation cost factors. …”
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Research on image compression encoding based on fixed dictionary
Published 2025-12-01“…Owing to the current limited bandwidth, it is necessary to compress images to satisfy the requirements for real-time image transmission. Considering its innovative characteristics, a high compression ratio,and fractal compression techniques are usually adopted to code and decode images. …”
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WSCDNet: A Window Structural Similarity Guided Deep Feature Recalibration Method for Remote Sensing Image Change Detection
Published 2025-01-01“…Furthermore, we use a dense ladder-shaped fusion method, making full use of the multilevel feature maps in the feature pyramid. In the decoding stage, we innovatively designed a difference calculation method based on the structural similarity index between windows, recalibrated the deep features extracted by the network, and then decode layer by layer. …”
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Role of transcriptomics in the study of oral cancer
Published 2025-07-01“…Oral cancer, a formidable public health challenge, demands innovative approaches for early detection and effective treatment. …”
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