https://openreview.net/forum?id=SqGn6phAxR&referrer=%5Bthe%20profile%20of%20Zhuo%20Sun%5D(%2Fprofile%3Fid%3D~Zhuo_Sun1)
Meta-learning Control Variates: Variance Reduction with Limited Data | OpenReview
Control variates can be a powerful tool to reduce the variance of Monte Carlo estimators, but constructing effective control variates can be challenging when...
meta learningcontrol variatesvariance reductionlimited dataopenreview
https://openreview.net/forum?id=G-uNfHKrj46
Efficient Attention via Control Variates | OpenReview
We present a novel analysis of random feature attention based on control variates, which characterizes its gap to full softmax attention and induces a novel...
control variatesefficientattentionviaopenreview
https://openreview.net/forum?id=M_WuaKoaEfQ
A Quadrature Rule combining Control Variates and Adaptive Importance Sampling | OpenReview
Driven by several successful applications such as in stochastic gradient descent or in Bayesian computation, control variates have become a major tool for...
quadrature rulecontrol variatesimportance samplingcombining
https://openreview.net/forum?id=CrimIjBa64
Multi-Source Causal Inference Using Control Variates under Outcome Selection Bias | OpenReview
While many areas of machine learning have benefited from the increasing availability of large and varied datasets, the benefit to causal inference has been...
multi sourcecausal inferencecontrol variates