jtcho / FairMachineLearning
Implementation of provably Rawlsian fair ML algorithms for contextual bandits.
☆14Updated 7 years ago
Alternatives and similar repositories for FairMachineLearning:
Users that are interested in FairMachineLearning are comparing it to the libraries listed below
- Source code for our paper "Joint Policy-Value Learning for Recommendation" published at KDD 2020.☆22Updated last year
- Code for "Using Embeddings to Correct for Unobserved Confounding"☆10Updated 5 years ago
- (WSDM2022 Best Paper Award Runner-Up) "Doubly Robust Off-Policy Evaluation for Ranking Policies under the Cascade Behavior Model"☆13Updated last year
- Non-stationary Off-policy Evaluation☆13Updated 6 years ago
- Estimators to perform off-policy evaluation☆13Updated 6 months ago
- Python code for implementing embeddings in the Wasserstein space of elliptical distributions☆11Updated 4 years ago
- Implementation of Counterfactual risk minimization☆26Updated 7 years ago
- Semi-synthetic experiments to test several approaches for off-policy evaluation and optimization of slate recommenders.☆43Updated 7 years ago
- Materials for the "Recommender Systems through the lens of Decision Theory" tutorial delivered at the 30th Web Conference (WWW '21).☆11Updated 3 years ago
- ☆10Updated 4 years ago
- Exponential family embeddings (Poisson or Bernoulli) for discrete data☆32Updated 5 years ago
- ☆16Updated 4 years ago
- (RecSys2020) "Doubly Robust Estimator for Ranking Metrics with Post-Click Conversions"☆24Updated 2 years ago
- Context Selection for Embedding Models☆27Updated 7 years ago
- Blind Justice Code for the paper "Blind Justice: Fairness with Encrypted Sensitive Attributes", ICML 2018☆14Updated 6 years ago
- Accelerated Confergence for Counterfactual Learning to Rank☆17Updated 3 years ago
- Code and data for the experiments in "On Fairness and Calibration"☆51Updated 2 years ago
- Movies Recommendation with Hierarchical Poisson Factorization in Edward☆18Updated 7 years ago
- ☆30Updated 4 years ago
- (ICTIR2020) "Unbiased Pairwise Learning from Biased Implicit Feedback"☆18Updated 2 years ago
- Source code for our paper "Top-K Contextual Bandits with Equity of Exposure" published at RecSys 2021.☆16Updated 3 years ago
- ☆53Updated 7 years ago
- This repository contains the code used to run generate the data splits, run the hyperparameter tunings, and export the results presented …☆12Updated 2 years ago
- Counterfactual Evaluation and Learning for Interactive Systems: Foundations, Implementations, and Recent Advances☆12Updated 2 years ago
- A Pytorch implementation of "Deep Learning with Logged Bandit Feedback"☆10Updated 6 years ago
- ☆14Updated 4 years ago
- A post-processing method to create fair rankings wrt ranked group fairness☆15Updated 5 years ago
- ☆9Updated 4 years ago
- Python package for the paper "Inductive Document Network Embedding with Topic-Word Attention" (https://arxiv.org/pdf/2001.03369.pdf)☆17Updated 2 years ago
- Joint Behavior-Topic Model for Microblogs☆15Updated 9 years ago