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1. SIVI SIVI Public

   A variational inference method with accurate uncertainty estimation. It uses a new semi-implicit variational family built on neural networks and hierarchical distribution (ICML 2018).

   MATLAB 53 15

2. CoCo CoCo Public

   An optimization-based algorithm to accurately estimate the causal effects and robustly predict under distribution shifts. It leverages the invariance of causality over multiple environments.

   Python 14 3

3. ARM-gradient ARM-gradient Public

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

   Python 28 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