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Improving Expert Specialization in Mixture of Experts
Mixture of experts (MoE), introduced over 20 years ago, is the simplest gated modular neural network architecture.
AlphaD3M: Machine Learning Pipeline Synthesis
We introduce AlphaD3M, an automatic machine learning (AutoML) system based on meta reinforcement learning using sequence models with self play.
Supporting Complaints Investigation for Nursing and Midwifery Regulatory Agencies
Health professional regulators aim to protect the health and well-being of patients and the public by setting standards for scrutinising and overseeing the training and conduct of health and care professionals.
Automatic Machine Learning by Pipeline Synthesis using Model-Based Reinforcement Learning and a Grammar
Automatic machine learning is an important problem in the forefront of machine learning.
Bayesian Optimal Active Search and Surveying
In the second, active surveying, our goal is to actively query points to ultimately predict the proportion of a given class.
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