[HTML][HTML] Resource allocation in wireless networks with federated learning: Network adaptability and learning acceleration

HS Lee, DE Lee - ICT Express, 2022 - Elsevier
… It accelerates the learning speed by aggregating the policy at each system into a central policy
and ensures network adaptability by … both learning acceleration and network adaptability. …

Adaptable and data-driven softwarized networks: Review, opportunities, and challenges

W Kellerer, P Kalmbach, A Blenk, A Basta… - Proceedings of the …, 2019 - ieeexplore.ieee.org
networks. We first explain how softwarized networks contribute to network adaptability
function implementations from pure software to software implementations accelerated with …

Improving hw/sw adaptability for accelerating cnns on fpgas through a dynamic/static co-reconfiguration approach

L Gong, C Wang, X Li, X Zhou - IEEE Transactions on Parallel …, 2020 - ieeexplore.ieee.org
… 3.3 Network Mapping Method For the proposed accelerator architecture, intuitively, we can
implement dedicated reconfigurable cores for each layer and realize an end-to-end mapping …

Adaptive and energy-efficient architectures for machine learning: Challenges, opportunities, and research roadmap

M Shafique, R Hafiz, MU Javed, S Abbas… - 2017 IEEE Computer …, 2017 - ieeexplore.ieee.org
… and adaptable hardware accelerators for machine learning. … Neural networks based ML
algorithms give computers the … neural network accelerator-based architectures for Machine …

Advances in adaptable computing

A Gupta - Proceedings of the 2019 International Symposium on …, 2019 - dl.acm.org
… into an adaptive compute acceleration platform (ACAP). This … , the adaptive compute
acceleration platform (ACAP), which … all tied together with a high-bandwidth network-on-chip …

Training adaptability in digital skills: The Learning Skills Bridge (LBS) learning accelerator

KP Hess, G Alliger, M Linegang, S Meischer… - US Army Research …, 2003 - apps.dtic.mil
… designed to increase digital skill adaptability. This Leaming Skills Bridge learning accelerator
training package (LSB) … Thus, for Network-Centric Warfare to be a success, adaptability in …

NeuLens: spatial-based dynamic acceleration of convolutional neural networks on edge

X Hou, Y Guan, T Han - … on Mobile Computing And Networking, 2022 - dl.acm.org
… In other words, our work also addresses adaptability to platforms and SLOs. … We pair each
tile with a sub-network size and the tile is taken as input to the sub-network of the size. All the …

Virtual network marathon with immersion, scientificalness, competitiveness, adaptability and learning

M Zhang, M Xu, L Han, Y Liu, P Lv, G He - Computers & Graphics, 2012 - Elsevier
… called VNM (Virtual Network Marathon). The VNM employs specially devised treadmills
for running in an immersive virtual environment on a local area network or the Internet. The …

An updated survey of efficient hardware architectures for accelerating deep convolutional neural networks

M Capra, B Bussolino, A Marchisio, M Shafique… - Future Internet, 2020 - mdpi.com
… with adaptable bitwidth, is a flexible solution to accommodate different types of networks and
… In fact, researchers have shown that networks can be compressed [22,23] and represented …

Survey of performance acceleration techniques for network function virtualization

L Linguaglossa, S Lange, S Pontarelli… - Proceedings of the …, 2019 - ieeexplore.ieee.org
… On the other hand, the heterogeneity of demands and communication types and their
temporal dynamics require a high degree of adaptability in order to operate the network in an …