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Found 9 papers, 0 papers with code
Reinforcement Learning-based Joint Handover and Beam Tracking in Millimeter-wave Networks
In this paper, we develop an algorithm for joint handover and beam tracking in millimeter-wave (mmWave) networks.
A-LAQ: Adaptive Lazily Aggregated Quantized Gradient
This paper proposes Adaptive Lazily Aggregated Quantized Gradient (A-LAQ), which is a method that significantly extends LAQ by assigning an adaptive number of communication bits during the FL iterations.
FedCau: A Proactive Stop Policy for Communication and Computation Efficient Federated Learning
We propose an iteration-termination method that trade-offs the training performance and networking costs.
Cost-efficient SVRG with Arbitrary Sampling
We show that our approach can substantially outperform vanilla SVRG and its variants in terms of both convergence rate and total cost of running the algorithm.
Learning-based Load Balancing Handover in Mobile Millimeter Wave Networks
Millimeter-wave (mmWave) communication is a promising solution to the high data rate demands in the upcoming 5G and beyond communication networks.
Learning-based Handover in Mobile Millimeter-wave Networks
We show that our method provides high rate and reliability in all locations of the user's trajectory with a minimal number of handovers.
A Hybrid Model-based and Data-driven Approach to Spectrum Sharing in mmWave Cellular Networks
Inter-operator spectrum sharing in millimeter-wave bands has the potential of substantially increasing the spectrum utilization and providing a larger bandwidth to individual user equipment at the expense of increasing inter-operator interference.
Communication-efficient Variance-reduced Stochastic Gradient Descent
Moreover, it is much more robust to quantization (in terms of maintaining the true minimizer and the convergence rate) than the state-of-the-art algorithms for solving distributed optimization problems.
Efficient Beamforming for Mobile mmWave Networks
We design a lightweight beam-searching algorithm for mobile millimeter-wave systems.
