20 citations · 26 across the 4 of their papers we have counts for
5 papers
Revisiting Error Feedback for Model Quantization
Wai-Yiu Keung, Chi Cui, Wing-Kin Ma +2
We study causal error-feedback coefficients as design variables for model quantization. Modeling instantaneous quantization errors as independent, zero-mean variables with a common…
Asymptotic analysis of cooperative censoring policies in sensor networks
Jesus Fernandez-Bes, Rocío Arroyo-Valles, Jesús Cid-Sueiro
The problem of cooperative data censoring in battery-powered multihop sensor networks is analyzed in this paper. We are interested in scenarios where nodes generate messages (which…
An MDP Model for Censoring in Harvesting Sensors: Optimal and Approximated Solutions
Jesus Fernandez-Bes, Jesus Cid-Sueiro, Antonio G. Marques
In this paper, we propose a novel censoring policy for energy-efficient transmissions in energy-harvesting sensors. The problem is formulated as an infinite-horizon Markov Decision…
The Weak Supervision Landscape
Rafael Poyiadzi, Daniel Bacaicoa-Barber, Jesus Cid-Sueiro +3
Many ways of annotating a dataset for machine learning classification tasks that go beyond the usual class labels exist in practice. These are of interest as they can simplify or f…
Censoring Diffusion for Harvesting WSNs
Jesus Fernandez-Bes, Rocío Arroyo-Valles, Jerónimo Arenas-García +1
In this paper, we analyze energy-harvesting adaptive diffusion networks for a distributed estimation problem. In order to wisely manage the available energy resources, we propose a…