counterfactual 开源项目推荐（132 个）

SeldonIO /alibi

Algorithms for explaining machine learning models

jvpoulos /causal-ml

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

Minyus /causallift

CausalLift: Python package for causality-based Uplift Modeling in real-world business

hbaniecki /adversarial-explainable-ai

对解释的对抗攻击及如何防御

carla-recourse /CARLA

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

OscarEngelbrektson /SyntheticControlMethods

A Python package for causal inference using Synthetic Controls

counterfactual /monorepo

Home for all packages related to the Counterfactual project

yuleiniu /cfvqa

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

MaheepChaudhary /Causality-in-Trustworthy-Machine-Learning

The repository contains lists of papers on causality and how relevant techniques are being used to further enhance deep learning era computer vision solutions.

yanxinzju /CSS-VQA

Counterfactual Samples Synthesizing for Robust VQA

biomedia-mira /causal-gen

(ICML 2023) High Fidelity Image Counterfactuals with Probabilistic Causal Models

firmai /ml-fairness-framework

FairPut - 基于LightGBM的机器学习公平性框架——可解释性、稳健性、公平性（@firmai）

counterfactual /paper

📄 Counterfactual: Generalized State Channels Paper

seresistvanandras /MixEth

MixEth: efficient, trustless coin mixing service for Ethereum

Chrisejorge /Causal-Inference

Materials Collection for Causal Inference

SantanderAI /causal-perception-implementation

Machine learning research code for causal perception: comparing competing structural causal models (SCMs) via interventional and counterfactual distributions, applied to fair credit decisions. Open source by Santander AI Lab.

cambridge-mlg /CLUE

Code for the paper "Getting a CLUE: A Method for Explaining Uncertainty Estimates"

Letian2003 /C-VQA

Counterfactual Reasoning VQA Dataset

ritaranx /CACHE

[ML4H 2022] This is the code for our paper `Counterfactual and Factual Reasoning over Hypergraphs for Interpretable Clinical Predictions on EHR'.

HeyyyyyyG /CFIE

PyTorch implementation for our proposed CFIE in EMNLP 2021 paper "Uncovering Main Causalities for Long-tailed Information Extraction".