1 citations · 1 across the 4 of their papers we have counts for
4 papers
Random Projection Flows for Efficient Manifold Density Estimation
Ahmad Ayaz Amin, Baha Uddin Kazi
Accurate density estimation is crucial for understanding complex high-dimensional data, but it becomes challenging when the data lies on or near low-dimensional manifolds. Random p…
Discrete Natural Evolution Strategies
Ahmad Ayaz Amin
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…
Guided Sketch-Based Program Induction by Search Gradients
Ahmad Ayaz Amin
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. Pro…
Natural Evolution Strategies as a Black Box Estimator for Stochastic Variational Inference
Ahmad Ayaz Amin
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 manne…