Optimization
The Iterative Optimal Brain Surgeon: Faster Sparse Recovery by Leveraging Second-Order Information Diyuan Wu
We show for the first time that this leads both to improved convergence bounds under standard assumptions.
Fair GLASSO: Estimating Fair Graphical Models with Unbiased Statistical Behavior
We propose estimating Gaussian graphical models (GGMs) that are fair with respect to sensitive nodal attributes .
Scalable and Effective Arithmetic Tree Generation for Adder and Multiplier Designs
Across a wide range of hardware scenarios, the computational efficiency and physical size of the arithmetic units significantly influence the speed and footprint of the overall hardware system.
VISA: Variational Inference with Sequential Sample-Average Approximations
We perform experiments on high-dimensional Gaussians, Lotka-V olterra dynamics, and a Pickover attractor.
Going Beyond Heuristics by Imposing Policy Improvement as a Constraint Chi-Chang Lee
As such, we prevent policies from merely exploiting heuristic rewards without improving the task reward.
Partial Transportability for Domain Generalization Kasra Jalaldoust Alexis Bellot
Our results are corroborated with experiments.
