jtcho / FairMachineLearning
Implementation of provably Rawlsian fair ML algorithms for contextual bandits.
☆14Updated 8 years ago
Alternatives and similar repositories for FairMachineLearning
Users that are interested in FairMachineLearning are comparing it to the libraries listed below
Sorting:
- 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
- Source code for our paper "Joint Policy-Value Learning for Recommendation" published at KDD 2020.☆22Updated last year
- Blind Justice Code for the paper "Blind Justice: Fairness with Encrypted Sensitive Attributes", ICML 2018☆14Updated 6 years ago
- Python code for implementing embeddings in the Wasserstein space of elliptical distributions☆11Updated 4 years ago
- ☆16Updated 4 years ago
- Estimators to perform off-policy evaluation☆13Updated 8 months ago
- Non-stationary Off-policy Evaluation☆13Updated 6 years ago
- Semi-synthetic experiments to test several approaches for off-policy evaluation and optimization of slate recommenders.☆43Updated 7 years ago
- Accelerated Confergence for Counterfactual Learning to Rank☆17Updated 3 years ago
- Implementation of Counterfactual risk minimization☆26Updated 8 years ago
- A Pytorch implementation of "Deep Learning with Logged Bandit Feedback"☆10Updated 6 years ago
- Fair Benchmarks☆10Updated 6 years ago
- Context Selection for Embedding Models☆27Updated 7 years ago
- ☆53Updated 7 years ago
- ☆26Updated 7 years ago
- Code and data for the experiments in "On Fairness and Calibration"☆51Updated 3 years ago
- Implementation of safe offline bandit algorithms.☆10Updated 5 years ago
- Code for reproducing results in Delayed Impact of Fair Machine Learning (Liu et al 2018)☆14Updated 2 years ago
- Exponential family embeddings (Poisson or Bernoulli) for discrete data☆32Updated 5 years ago
- gFM: An Efficient Solver for generalized Factorization Machine☆8Updated 8 years ago
- Birkhoff decomposition for doubly stochastic matrices.☆15Updated last year
- ☆66Updated 2 years ago
- (ICTIR2020) "Unbiased Pairwise Learning from Biased Implicit Feedback"☆18Updated 2 years ago
- Batch IS NOT Heavy: Learning Word Representations From All Samples☆10Updated 6 years ago
- Materials for the "Recommender Systems through the lens of Decision Theory" tutorial delivered at the 30th Web Conference (WWW '21).☆11Updated 4 years ago
- Deep Learning DTU summer school 2015☆22Updated 9 years ago
- ☆27Updated 7 years ago
- ☆10Updated 8 years ago
- Python numba implementation of Zemel et al. 2013☆26Updated 4 years ago