Pinned Repositories
bcrl
Representation Learning for OPE
CDTE
Robust and Agnostic Learning of Conditional Distributional Treatment Effects
continuous-policy-learning
DeepGMM
DoubleReinforcementLearningMDP
interventions-disparate-impact-responders
Assessing Disparate Impacts of Personalized Interventions: Identifiability and Bounds
LocalizedDebiasedMachineLearning
MultipleLoggers
Code for the paper "Optimal Off-Policy Evaluation from Multiple Logging Policies"
StochOptForest
Replication Code for Paper "Stochastic Optimization Forests".
xauc
xauc https://arxiv.org/abs/1902.05826
CausalML's Repositories
CausalML/DeepGMM
CausalML/StochOptForest
Replication Code for Paper "Stochastic Optimization Forests".
CausalML/MultipleLoggers
Code for the paper "Optimal Off-Policy Evaluation from Multiple Logging Policies"
CausalML/interventions-disparate-impact-responders
Assessing Disparate Impacts of Personalized Interventions: Identifiability and Bounds
CausalML/continuous-policy-learning
CausalML/bcrl
Representation Learning for OPE
CausalML/CDTE
Robust and Agnostic Learning of Conditional Distributional Treatment Effects
CausalML/doubly-robust-dropel
Off-Policy Evaluation and Learning that is both Doubly Robust and Distributionally Robust.
CausalML/LocalizedDebiasedMachineLearning
CausalML/xauc
xauc https://arxiv.org/abs/1902.05826
CausalML/BLearner
Doubly-Valid/Doubly-Sharp Bounds for CATEs
CausalML/confounding-robust-policy-improvement
CausalML/FairnessWithUnobservedProtectedClass
Replication code for "Assessing Algorithmic Fairness with Unobserved Protected Class Using Data Combination"
CausalML/DTR-Bandit
CausalML/ESPRM
Code for Efficient Policy Learning from Surrogate-Loss Classification Reductions paper
CausalML/ProximalRL
Code for Proximal RL Paper
CausalML/RetargetedPolicyLearning
CausalML/VMM
Code for reproducing experiments for paper "The Variational Method of Moments"
CausalML/ContextualLPCode
Replication code for the paper " Fast Rates for Contextual Linear Optimization".
CausalML/SmoothBandit
CausalML/TreatmentEffectRisk
CausalML/BoundsOnFractionNegativelyAffected
CausalML/ConfoundingRobustInfiniteHorizon
Confounding-Robust Policy Evaluation in Infinite-Horizon Reinforcement Learning
CausalML/DoublyRobustOPEForDeterministicPolicies
CausalML/DoublyValidDoublySharpSensitivity
CausalML/adversarial-ope
CausalML/Efficient_estimation_surrogate
CausalML/NaturalStochasticOPE
CausalML/SABRE
CausalML/Weak-Instruments-Obs-Data-CATE
Estimating Heterogeneous Treatment Effects by Combining Weak Instruments and Observational Data