Doubly Adaptive Importance Sampling
Sign Up to like & getrecommendations! Published in 2024 at "Journal of Computational and Graphical Statistics"
DOI: 10.1080/10618600.2025.2530048
Abstract: We propose an adaptive importance sampling scheme for Gaussian approximations of intractable posteriors. Optimization-based approximations like variational inference can be too inaccurate while existing Monte Carlo methods can be too slow. Therefore, we propose a… read more here.
Keywords: importance; adaptive importance; doubly adaptive; variational inference ... See more keywords
Energy-Efficient Wireless Federated Learning via Doubly Adaptive Quantization
Sign Up to like & getrecommendations! Published in 2024 at "IEEE Transactions on Cognitive Communications and Networking"
DOI: 10.1109/tccn.2024.3519355
Abstract: Federated learning (FL) has been recognized as a viable distributed learning paradigm for training a machine learning model across distributed clients without uploading raw data. However, FL in wireless networks still faces two major challenges,… read more here.
Keywords: doubly adaptive; adaptive quantization; energy; quantization ... See more keywords