Repositories list

• CLOBandit

  Public
  Contextual Linear Optimization with Bandit Feedback

  Python

  •0•0•0•0•Updated Nov 19, 2024Nov 19, 2024

• Weak-Instruments-Obs-Data-CATE

  Public
  Estimating Heterogeneous Treatment Effects by Combining Weak Instruments and Observational Data

  Jupyter Notebook

  •1•1•0•0•Updated Nov 4, 2024Nov 4, 2024

• adversarial-ope

  Public
  Python

  •0•1•0•0•Updated Nov 1, 2024Nov 1, 2024

• LongTermCausalInference

  Public
  R

  •0•0•0•0•Updated Aug 28, 2024Aug 28, 2024

• Efficient_estimation_surrogate

  Public
  R

  •0•1•0•0•Updated Aug 23, 2024Aug 23, 2024

• DoublyValidDoublySharpSensitivity

  Public
  R

  •0•1•0•0•Updated Mar 22, 2024Mar 22, 2024

• confounding-robust-policy-improvement

  Public
  Python

  •1•4•0•0•Updated Jan 31, 2024Jan 31, 2024

• LocalizedDebiasedMachineLearning

  Public
  R

  •3•7•0•0•Updated Oct 24, 2023Oct 24, 2023

• SABRE

  Public
  0•0•0•0•Updated Jun 6, 2023Jun 6, 2023

• BLearner

  Public
  Doubly-Valid/Doubly-Sharp Bounds for CATEs

  Python

  •

  MIT License

  •0•4•1•0•Updated May 28, 2023May 28, 2023

• TreatmentEffectRisk

  Public
  R

  •1•2•0•0•Updated May 2, 2023May 2, 2023

• CDTE

  Public
  Robust and Agnostic Learning of Conditional Distributional Treatment Effects

  Python

  •

  MIT License

  •0•8•0•0•Updated Feb 23, 2023Feb 23, 2023

• BoundsOnFractionNegativelyAffected

  Public
  R

  •0•1•0•0•Updated Dec 15, 2022Dec 15, 2022

• DTR-Bandit

  Public
  Jupyter Notebook

  •0•3•0•0•Updated Sep 23, 2022Sep 23, 2022

• doubly-robust-dropel

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

  policy-evaluationrobustnesspolicy-learning+ 1machine-learning

  Jupyter Notebook

  •

  MIT License

  •3•7•0•0•Updated Jul 14, 2022Jul 14, 2022

• bcrl

  Public
  Representation Learning for OPE

  machine-learningdeep-learningoff-policy-evaluation

  Python

  •

  MIT License

  •0•8•0•0•Updated Jul 12, 2022Jul 12, 2022

• ProximalRL

  Public
  Code for Proximal RL Paper

  Python

  •1•3•0•0•Updated Jun 3, 2022Jun 3, 2022

• StochOptForest

  Public
  Replication Code for Paper "Stochastic Optimization Forests".

  HTML

  •2•19•0•0•Updated Nov 5, 2021Nov 5, 2021

• ConfoundingRobustInfiniteHorizon

  Public
  Confounding-Robust Policy Evaluation in Infinite-Horizon Reinforcement Learning

  Jupyter Notebook

  •0•1•0•0•Updated Oct 3, 2021Oct 3, 2021

• ContextualLPCode

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

  Python

  •0•2•0•0•Updated Sep 5, 2021Sep 5, 2021

• SmoothBandit

  Public
  Jupyter Notebook

  •0•2•0•0•Updated Aug 19, 2021Aug 19, 2021

• MultipleLoggers

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

  Python

  •0•15•0•0•Updated Jul 17, 2021Jul 17, 2021

• VMM

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

  Python

  •

  MIT License

  •5•3•0•0•Updated Jul 12, 2021Jul 12, 2021

• RetargetedPolicyLearning

  Public
  R

  •1•3•0•0•Updated Dec 11, 2020Dec 11, 2020

• NaturalStochasticOPE

  Public
  Python

  •0•0•0•0•Updated Nov 11, 2020Nov 11, 2020

• DoublyRobustOPEForDeterministicPolicies

  Public
  Python

  •0•1•0•0•Updated Nov 11, 2020Nov 11, 2020

• FairnessWithUnobservedProtectedClass

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

  Jupyter Notebook

  •2•4•0•0•Updated Oct 21, 2020Oct 21, 2020

• ESPRM

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

  Python

  •1•3•0•0•Updated Feb 20, 2020Feb 20, 2020

• continuous-policy-learning

  Public
  Jupyter Notebook

  •4•11•0•0•Updated Nov 1, 2019Nov 1, 2019

• interventions-disparate-impact-responders

  Public
  Assessing Disparate Impacts of Personalized Interventions: Identifiability and Bounds

  Jupyter Notebook

  •1•11•0•0•Updated Oct 28, 2019Oct 28, 2019