Alexandros Iosifidis
3 papers in the PaperMetrix corpus
Papers by this author
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Exploiting heterogeneity in operational neural networks by synaptic plasticity
2021 · Neural Computing and Applications
Abstract The recently proposed network model, Operational Neural Networks (ONNs), can generalize the conventional Convolutional Neural Networks (CNNs) that are homogenous only with a linear neuron model. As a heterogenous network model, ONNs are based …
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On Feature Diversity in Energy-based Models
2023 · arXiv (Cornell University)
Energy-based learning is a powerful learning paradigm that encapsulates various discriminative and generative approaches. An energy-based model (EBM) is typically formed of inner-model(s) that learn a combination of the different features to generate an energy …
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Dynamic Semantic Compression for CNN Inference in Multi-Access Edge Computing: A Graph Reinforcement Learning-Based Autoencoder
2024 · IEEE Transactions on Wireless Communications
This paper studies the computational offloading of CNN inference in dynamic multi-access edge computing (MEC) networks. To address the uncertainties in communication time and edge servers’ available capacity, we propose a novel semantic compression method, …