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NeuroDetect: Deep Learning-Based Signal Detection in Phase-Modulated Systems with Low-Resolution Quantization
Published 2025-05-01“…The proposed framework eliminates the need for explicit channel state information, which is typically difficult to acquire under coarse quantization. …”
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Efficient Deep Learning Model Compression for Sensor-Based Vision Systems via Outlier-Aware Quantization
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Secret Key Generation Driven by Attention-Based Convolutional Autoencoder and Quantile Quantization for IoT Security in 5G and Beyond
Published 2025-01-01“…Additionally, a quantile-based quantization scheme is proposed to enhance key randomness and entropy, thereby strengthening security and resilience against potential threats. …”
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Lightweight faster R-CNN for object detection in optical remote sensing images
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Switched 32-Bit Fixed-Point Format for Laplacian-Distributed Data
Published 2025-07-01Get full text
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Large language models for PHM: a review of optimization techniques and applications
Published 2025-08-01“…We begin by analyzing the architectural considerations and deployment strategies for industrial environments, including acceleration techniques and quantization methods that enable efficient operation on resource-constrained industrial hardware. …”
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CADTrans: A code tree-guided CAD generative transformer model with regularized discrete codebooks
Published 2025-06-01“…Finally, the code tree is used as global information to guide the sketch-and-extrude method to recover the corresponding geometric information, thereby reconstructing the complete CAD model. …”
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1 bit Compressive Spectrum Sensing Algoritbm Based on Distributed Model
Published 2014-09-01Get full text
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AI for Sustainable Recycling: Efficient Model Optimization for Waste Classification Systems
Published 2025-06-01“…We introduce an expanded dataset that includes an organic waste class and more heterogeneous images, and evaluate a range of quantized CNN models to reduce inference time and resource usage. …”
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