Attention Mechanism

A Synergistic CNN-Transformer Network with Pooling Attention Fusion for Hyperspectral Image Classification

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A Synergistic CNN-Transformer Network with Pooling Attention Fusion for Hyperspectral Image Classification

Title: A Synergistic CNN-Transformer Network with Pooling Attention Fusion for Hyperspectral Image Classification Paper Link:https://github.com/chenpeng052/SCT-Net Collaborative Architecture: The “Synergistic CNN-Transformer” framework is proposed, utilizing the local spatial representation strengths of CNNs and the global spectral dependency modeling capabilities of Transformers for hyperspectral pixel-level classification. TBFE Dual-Branch Feature Extraction: A parallel 3D convolution branch (1×1×3 kernel, … Read more

3D UAV-MEC Multi-Agent Collaboration for Energy-Efficient Task Scheduling

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3D UAV-MEC Multi-Agent Collaboration for Energy-Efficient Task Scheduling

Abstract: In response to the computing power processing needs of intelligent applications, Multi-access Edge Computing (MEC) provides computing services at the network edge. Unmanned Aerial Vehicles (UAVs) have good maneuverability and can serve as temporary aerial edge nodes in MEC to provide edge services to ground users. However, the MEC environment is complex and dynamically … Read more

The Principle of SD Card Ejection: Simple and Ingenious

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The Principle of SD Card Ejection: Simple and Ingenious

Tip：Click on the above↑↑“Super Manufacturing“QuickFollow Source：Intuitive Mechanical Learning,Fan Yu Animation SD cards are something everyone has seen and used. When inserted, they automatically lock in place, and pressing again makes them pop out. But what structural principle is behind this function? This mechanism is a classic application of springs and a “maze groove”, designed ingeniously: … Read more

The Principle of SD Card Ejection: Simple and Ingenious

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The Principle of SD Card Ejection: Simple and Ingenious

Source:Intuitive Mechanical Learning,Fanyu Animation SD cards are familiar to everyone; we have all seen and used them. When inserted, they automatically lock in place, and with a press, they pop out again. But what structural principle enables this function? The mechanism is a classic application of springs and a “maze groove,” designed ingeniously: The clever … Read more

LoRa Development

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LoRa Development

In the previous section, it was mentioned that LoRaWAN specifies 10 regional parameter standards (LoRa Node Development – LoRaWAN Regional Parameter Standards), but some countries or regions have more than one ISM frequency band. Therefore, multiple regional parameter standards can be used in certain countries or regions. Below are some of the usable frequency bands … Read more

Understanding Core Principles of DeepSeek-MLA

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Understanding Core Principles of DeepSeek-MLA

DeepSeek’s MLA (Multi-head Latent Attention) is an improved attention mechanism technique based on the Transformer architecture (combining multi-head attention and latent variables), aimed at enhancing the model’s understanding and processing capabilities of input data. By introducing latent variables and sparse attention, MLA can better capture the hidden structure of input data while reducing computational overhead, … Read more

Energy-Efficient Task Scheduling for 3D UAV-MEC Collaboration

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Energy-Efficient Task Scheduling for 3D UAV-MEC Collaboration

Abstract: In response to the computational needs of intelligent applications, multi-access edge computing (multi-access edge computing,MEC) provides computational services at the network edge. Unmanned aerial vehicles (unmanned aerial vehicle,UAV) possess excellent maneuverability and can serve as temporary aerial edge nodes to provide edge services for ground users within the MEC environment. However, the MEC environment … Read more

Overview of Non-Targeted Uptake and Toxicity Mechanisms of ADC Drugs

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Overview of Non-Targeted Uptake and Toxicity Mechanisms of ADC Drugs

Source: YaoDu Author: Cheng Chuan Yuan Hang Editor: Wan Zi 1 Introduction Antibody-Drug Conjugates (ADCs) are a novel class of highly effective biopharmaceuticals that link antibodies (Antibody) to biologically active small-molecule cytotoxic payloads (Payload) via linkers (Linker). ADCs aim to enhance the therapeutic index (TI) of chemotherapeutic agents by more selectively delivering cytotoxic drugs to … Read more

China Telecom’s 5G Black Technology: Multi-RAT, Modular MM, and PON Transmission

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China Telecom's 5G Black Technology: Multi-RAT, Modular MM, and PON Transmission

This week, the 2017 IMT-2020 (5G) Summit, hosted by the IMT-2020 (5G) Promotion Group, opened in Beijing. Yang Fengyi, Deputy Director of the China Telecom Technology Innovation Center, stated in his speech that China Telecom is actively participating in standardization and related work, both in 3GPP and IMT-2020. China Telecom has submitted over 160 proposals … Read more

Mastering RNNsearch, Multi-task, and Attention Models in Machine Translation

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Mastering RNNsearch, Multi-task, and Attention Models in Machine Translation

Machine Heart Column This column is produced by Machine Heart SOTA! Model Resource Station and is updated weekly on the Machine Heart WeChat public account every Sunday. This column will review common tasks in fields such as natural language processing and computer vision, and provide detailed explanations of classic models that have achieved SOTA on … Read more