Sample-Efficient Adaptive Calibration of Quantum Networks Using Bayesian Optimization
Sign Up to like & getrecommendations! Published in 2022 at "Physical Review Applied"
DOI: 10.1103/physrevapplied.17.034067
Abstract: Cristian L. Cortes, Pascal Lefebvre, Nikolai Lauk, Michael J. Davis, Neil Sinclair, 5 Stephen K. Gray, and Daniel Oblak Center for Nanoscale Materials, Argonne National Laboratory, Lemont, Illinois 60439, USA Institute for Quantum Science and… read more here.
Keywords: sample efficient; adaptive calibration; astronomy; efficient adaptive ... See more keywords
Sample-Efficient Spatio-Spectral Whitespace Detection Using Least Matching Pursuit
Sign Up to like & getrecommendations! Published in 2021 at "IEEE Access"
DOI: 10.1109/access.2021.3117255
Abstract: Multi-antenna wireless communication improves spectral efficiency by reusing frequencies at different locations in space using beamforming and spatial multiplexing. In the past, research has extensively focused on dynamically reusing unused frequency bands to optimize spectrum… read more here.
Keywords: spatio spectral; spectral whitespace; whitespace; whitespace detection ... See more keywords
Safe and Sample-Efficient Reinforcement Learning for Clustered Dynamic Environments
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Control Systems Letters"
DOI: 10.1109/lcsys.2021.3136486
Abstract: This letter proposes a safe and sample-efficient reinforcement learning (RL) framework to address two major challenges in developing applicable RL algorithms: satisfying safety constraints and efficiently learning with limited samples. To guarantee safety in real-world… read more here.
Keywords: sample efficient; clustered dynamic; reinforcement learning; safe sample ... See more keywords
Sample-efficient identification of high-dimensional antibiotic synergy with a normalized diagonal sampling design
Sign Up to like & getrecommendations! Published in 2022 at "PLoS Computational Biology"
DOI: 10.1371/journal.pcbi.1010311
Abstract: Antibiotic resistance is an important public health problem. One potential solution is the development of synergistic antibiotic combinations, in which the combination is more effective than the component drugs. However, experimental progress in this direction… read more here.
Keywords: efficient identification; sample efficient; identification high; design ... See more keywords