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Optimization-inspired manual architecture design and neural architecture search
Neural architecture has been a research focus in recent years due to its importance in deciding the performance of deep networks. Representative ones...
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VNAS: Variational Neural Architecture Search
Differentiable neural architecture search delivers point estimation to the optimal architecture, which yields arbitrarily high confidence to the...
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Cross-Architecture Knowledge Distillation
The Transformer network architecture has gained attention due to its ability to learn global relations and its superior performance. To boost...
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Graph neural architecture prediction
Graph neural networks (GNNs) have shown their superiority in the modeling of graph data. Recently, increasing attention has been paid to automatic...
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Model architecture level privacy leakage in neural networks
Privacy leakage is one of the most critical issues in machine learning and has attracted growing interest for tasks such as demonstrating potential...
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Software Architecture Research Roadmaps from the Community
This book provides a collection of cutting-edge research roadmaps that attempt to determine and perhaps even shape the future of software...
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Multi-objective Evolutionary Neural Architecture Search for Recurrent Neural Networks
Artificial neural network (NN) architecture design is a nontrivial and time-consuming task that often requires a high level of human expertise....
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A study of documentation for software architecture
Documentation is an important mechanism for disseminating software architecture knowledge. Software project teams can employ vastly different formats...
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SWG: an architecture for sparse weight gradient computation
On-device training for deep neural networks (DNN) has become a trend due to various user preferences and scenarios. The DNN training process consists...
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The limitations of differentiable architecture search
In this paper, we will provide a detailed explanation of the limitations behind differentiable architecture search (DARTS). Algorithms based on the...
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Software Architecture 17th European Conference, ECSA 2023, Istanbul, Turkey, September 18–22, 2023, Proceedings
This book constitutes the refereed proceedings of the 17th International Conference on Software Architecture, ECSA 2023, held in Istanbul, Turkey, in...
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Tiered clustering-based management architecture in mega-satellite networks
Hybrid orbital networking and the proliferation of satellites raise explosive management complexity in mega-satellite networks (MSNs) and prompt the...
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Solutions Architecture A Modern Approach to Cloud and Digital Systems Delivery
Explore the complex world of digital solutions architecture and its pivotal role in the modern, technology-driven organization. The book provides a...
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Solution Architecture
In this chapter, we define the solution architecture for embedding artificial intelligence into ERP software. The previously discussed ERP product...
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DenseRes-Net: An Architecture for Gland Segmentation
With the rise in popularity of deep learning techniques, the use of semantic segmentation algorithms have become increasingly attractive to. In this...
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FlowNAS: Neural Architecture Search for Optical Flow Estimation
Recent optical flow estimators usually employ deep models designed for image classification as the encoders for feature extraction and matching....
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ERP Reference Architecture
For embedding artificial intelligence into ERP software, knowing the underlying architecture is necessary. However, the solution architecture of ERP...
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RNAS-CL: Robust Neural Architecture Search by Cross-Layer Knowledge Distillation
Deep Neural Networks are often vulnerable to adversarial attacks. Neural Architecture Search (NAS), one of the tools for develo** novel deep neural...
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Privacy and security federated reference architecture for Internet of Things
Physical objects are getting connected to the Internet at an exceptional rate, making the idea of the Internet of Things (IoT) a reality. The IoT...
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Digital-to-analog converter free architecture for digital reconfigurable intelligent surface
This research investigates the digital-to-analog converter (DAC) free architecture for the digital reconfigurable intelligent surface (RIS) system,...