Global ETD Search
Search theses and dissertations gathered from participating repositories worldwide. Every result links back to the library that holds it. No account is needed.
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Showing 1 to 6 of 6 for “"Efficient Neural Networks"”.
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Robust and efficient neural networks: Algorithms, architectures, and circuits
Submission original under an indefinite embargo labeled 'Open Access'. The submission was exported from vireo on 2023-09-01 without embargo terms
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Software and Hardware Co-design for Efficient Neural Networks
Deep Neural Networks (DNNs) offer state-of-the-art performance in many domains but this success comes at the cost of high computational and memory resources. Since DNN inference is now a popular workload on both edge and cloud systems, there is an urgent need to improve its energy efficiency. The …
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Beyond Memorization: Exploring the Dynamics of Grokking in Sparse Neural Networks
… learning, "grokking" is a phenomenon where neural network models demonstrate a sudden improvement in generalization, distinct from traditional learning phases, long after the initial training appears complete. This behavior was first identified by Power et al. (2022) [5]. This thesis …
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Efficient Deep Learning: From Theory to Practice
Modern machine learning often relies on deep neural networks that are prohibitively expensive in terms of the memory and computational footprint. This in turn significantly inhibits the potential range of applications where we are faced with non-negligible resource constraints, e.g., real-time data …
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Online Machine Learning for Wireless Communications: Channel Estimation, Receive Processing, and Resource Allocation
… applying ML schemes to wireless communication networks is not straightforward, there are several challenges need to addressed: 1). Training data in communication networks, especially in physical and MAC layer, are extremely limited; 2). The high-dynamic wireless environment and fast changing …
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Unsupervised sound separation
Submission original under an indefinite embargo labeled 'Open Access'. The submission was exported from vireo on 2023-09-01 without embargo terms