Pinned

1. SIVI SIVI Public

   Using neural network to build expressive hierarchical distribution; A variational method to accurately estimate posterior uncertainty; A fast and general method for Bayesian inference. (ICML 2018)

   MATLAB 51 14

2. CoCo CoCo Public

   An optimization algorithm to estimate the causal effects and produce distributionally robust prediction. It leverages the invariance property of causal mechanism over multiple environments.

   Python 13 3

3. ARM-gradient ARM-gradient Public

   Low-variance, efficient and unbiased gradient estimation for optimizing models with binary latent variables. (ICLR 2019)

   Python 27 9

4. Conformal-sensitivity-analysis Conformal-sensitivity-analysis Public

   Analyzing the sensitivity of an individual treatment effect over a potential violation of unconfoundedness.

   R 1 1

5. Meta-learning-without-memorization Meta-learning-without-memorization Public

   A study on the following problems: what the memorization problem is in meta-learning; why memorization problem happens; and how we can prevent it. (ICLR 2020)

   Jupyter Notebook 20 3

6. Probabilistic-Best-Subset Probabilistic-Best-Subset Public

   A probabilistic solution to the exact best subset selection problem via continuous reformulation and gradient-based optimization.

   Python 6