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Top 6 counterfactual open source projects

MixEth: efficient, trustless coin mixing service for Ethereum

✭ 49

TeX javascript solidity matlab ethereum blockchain cryptocurrency state-channels privacy-enhancing-technologies privacy-preserving counterfactual state-channel coinshuffle

ml-fairness-framework

FairPut - Machine Learning Fairness Framework with LightGBM — Explainability, Robustness, Fairness (by @firmai)

✭ 59

Jupyter Notebook contrastive counterfactual explainable-ai explainable-ml xai interpretable-machine-learning fairness-ai aif360 fairness-ml alibi prototypical aix360 fairness-indicators

CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms

✭ 166

python Jupyter Notebook Makefile benchmarking benchmark machine-learning tensorflow pytorch artificial-intelligence counterfactual explainable-ai explainable-ml explainability tensorflow2 counterfactual-explanations counterfactuals recourse

SyntheticControlMethods

A Python package for causal inference using Synthetic Controls

✭ 90

python package econometrics policy-evaluation causal-inference synthetic-control counterfactual program-evaluation

Must-read papers and resources related to causal inference and machine (deep) learning

✭ 387

machine-learning deep-learning representation-learning causal-inference treatment-effects causal-models counterfactual randomized-controlled-trials paper-list heterogeneous-treatment-effects causal-discovery counterfactual-learning estimating-treatment-effects causal-learning

[CVPR 2021] Counterfactual VQA: A Cause-Effect Look at Language Bias

✭ 96

python shell pytorch vqa causality causal-inference cvpr counterfactual cvpr2021 language-bias

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