van_der_Schaar \LAB

synthcity

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

temporai

TemporAI: ML-centric Toolkit for Medical Time Series

MIRACLE

Datagnosis

A Data-Centric library providing a unified interface for state-of-the-art methods for hardness characterisation of data points.

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.

NLDL-Synthetic-data-tutorial

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

GOGGLE

Label-Free-XAI

This repository contains the implementation of Label-Free XAI, a new framework to adapt explanation methods to unsupervised models. For more details, please read our ICML 2022 paper: 'Label-Free Explainability for Unsupervised Models'.

NeuralLaplace

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

H-CAT

L2MAC

🚀 The LLM Automatic Computer Framework: L2MAC

TIMEVIEW

CATESelection

Sklearn-style implementations of model selection criteria for CATE estimation

joint-ensembles

temporai-mivdp

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

TRIAGE

TRIAGE: Characterizing and auditing training data for improved regression

Accountable-Offline-RL

ActiveObservingInContinuous-timeControl

Active Observing in Continuous-time Control

cvar_sensing

D-CIPHER

DAGNOSIS

epdm

Expertise

Defining Expertise: Applications to Treatment Effect Estimation

LLAMBO

Official Repository for LLAMBO "Large Language Models to Enhance Bayesian Optimization"

MIMIC-IV-Data-Pipeline

A customizable pipeline for data extraction from MIMIC-IV.

ODE-Discovery-for-Longitudinal-Heterogeneous-Treatment-Effects-Inference

ODEDiscoveryforLongitudinalHeterogeneousTreatmentEffectsInference

Prompt-OIRL

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

smd

syntax

Adaptive Experiment Design with Synthetic Controls

TESAR-CDE

Code for the paper "Accounting For Informative Sampling When Learning to Forecast Treatment Outcomes Over Time" (ICML 2023)