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Autor:
Amin, Ahmad Ayaz
Natural evolution strategies are a class of approximate-gradient black-box optimizers that have been successfully used for continuous parameter spaces. In this paper, we derive NES algorithms for discrete parameter spaces and demonstrate their effect
Externí odkaz:
http://arxiv.org/abs/2404.00208
Autor:
Amin, Ahmad Ayaz
Many tasks can be easily solved using machine learning techniques. However, some tasks cannot readily be solved using statistical models, requiring a symbolic approach instead. Program induction is one of the ways that such tasks can be solved by mea
Externí odkaz:
http://arxiv.org/abs/2402.06990
Autor:
Amin, Ahmad Ayaz
Stochastic variational inference and its derivatives in the form of variational autoencoders enjoy the ability to perform Bayesian inference on large datasets in an efficient manner. However, performing inference with a VAE requires a certain design
Externí odkaz:
http://arxiv.org/abs/2308.08053