CausalML

DeepGMM

StochOptForest

Replication Code for Paper "Stochastic Optimization Forests".

MultipleLoggers

Code for the paper "Optimal Off-Policy Evaluation from Multiple Logging Policies"

interventions-disparate-impact-responders

Assessing Disparate Impacts of Personalized Interventions: Identifiability and Bounds

continuous-policy-learning

bcrl

Representation Learning for OPE

CDTE

Robust and Agnostic Learning of Conditional Distributional Treatment Effects

doubly-robust-dropel

Off-Policy Evaluation and Learning that is both Doubly Robust and Distributionally Robust.

LocalizedDebiasedMachineLearning

xauc

xauc https://arxiv.org/abs/1902.05826

confounding-robust-policy-improvement

FairnessWithUnobservedProtectedClass

Replication code for "Assessing Algorithmic Fairness with Unobserved Protected Class Using Data Combination"

BLearner

Doubly-Valid/Doubly-Sharp Bounds for CATEs

DTR-Bandit

ESPRM

Code for Efficient Policy Learning from Surrogate-Loss Classification Reductions paper

LatentConfounderBalancing

RetargetedPolicyLearning

VMM

Code for reproducing experiments for paper "The Variational Method of Moments"

ContextualLPCode

Replication code for the paper " Fast Rates for Contextual Linear Optimization".

ProximalRL

Code for Proximal RL Paper

SmoothBandit

TreatmentEffectRisk

BoundsOnFractionNegativelyAffected

ConfoundingRobustInfiniteHorizon

Confounding-Robust Policy Evaluation in Infinite-Horizon Reinforcement Learning

DoublyRobustOPEForDeterministicPolicies

adversarial-ope

DoublyValidDoublySharpSensitivity

Efficient_estimation_surrogate

NaturalStochasticOPE

SABRE