vanderschaarlab Goto Github PK

mlforhealthlabpub

Machine Learning and Artificial Intelligence for Medicine.

neurallaplace

Differentiable Laplace Reconstructions for modelling any time observation with O(1) complexity.

neurallaplacecontrol

Neural Laplace Control

nldl-synthetic-data-tutorial

The GitHub Repo for the hands-on session at NLDL entitled "Tutorial: Innovative Uses of Synthetic Data Tutorial".

not-double-descent

ode-discovery-for-longitudinal-heterogeneous-treatment-effects-inference

ODEDiscoveryforLongitudinalHeterogeneousTreatmentEffectsInference

optcommit

When to make and break commitments?

organsync

Synthetic Control for high dimensional individual treatment effects

prompt-oirl

code for paper Query-Dependent Prompt Evaluation and Optimization with Offline Inverse Reinforcement Learning

robustxai

This repository contains the implementation of the explanation invariance and equivariance metrics, a framework to evaluate the robustness of interpretability methods.

sefs

Codebase for SEFS: Self-Supervision Enhanced Feature Selection with Correlated Gates

simplex

This repository contains the implementation of SimplEx, a method to explain the latent representations of black-box models with the help of a corpus of examples. For more details, please read our NeurIPS 2021 paper: 'Explaining Latent Representations with a Corpus of Examples'.

single-cause-perturbation-neurips-2021

Code for Estimating Multi-cause Treatment Effects via Single-cause Perturbation (NeurIPS 2021)

smd

sscp

SSCP: Improving Adaptive Conformal Prediction Using Self-supervised Learning

survivalgan

SurvivalGAN: Generating Time-to-Event Data for Survival Analysis

symbolic-pursuit

Github for the NIPS 2020 paper "Learning outside the black-box: at the pursuit of interpretable models"

synctwin-neurips-2021

Code for SyncTwin: Treatment Effect Estimation with Longitudinal Outcomes (NeurIPS 2021)

syntax

Adaptive Experiment Design with Synthetic Controls

synthcity

A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.

synthcity-benchmark

This is the repository for "Synthcity: a benchmark framework for diverse use cases of tabular synthetic data".

synthcity-benchmarking

synthetic-controls-in-continuous-time

Policy Analysis using Synthetic Controls in Continuous-Time

synthetic-data-lab

A repository containing the materials required to complete the "AAAI Lab for Innovative Uses of Synthetic Data". This includes tutorials on how to use the library "Synthcity" for improving the fairness and privacy of a dataset as well as for augmenting a small dataset using some other similar datasets.

synthetic-model-combination

Synthetic Model Combination: An Instance-wise Approach to Unsupervised Ensemble Learning (NeurIPS 2022) by Alex J. Chan and Mihaela van der Schaar.

tangos

Implementation of Tabular Neural Gradient Orthogonalization and Specialization (TANGOS). A regularizer for neural networks described in our ICLR 2023 paper.

te-cde

Continuous-Time Modeling of Counterfactual Outcomes Using Neural Controlled Differential Equations

temporai

TemporAI: ML-centric Toolkit for Medical Time Series

temporai-clinic

Interactive web app for prototyping ML for medicine and healthcare in the real world

temporai-mivdp

TemporAI-MIVDP: Adaptation of MIMIC-IV-Data-Pipeline for TemporAI