counterfactuals 开源项目推荐（91 个）

carla-recourse /CARLA

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

biomedia-mira /deepscm

Repository for Deep Structural Causal Models for Tractable Counterfactual Inference

Human-Centric-Machine-Learning /counterfactual-llms

Code for "Counterfactual Token Generation in Large Language Models", CLeaR 2025.

jpmorganchase /cf-shap

Counterfactual SHAP: a framework for counterfactual feature importance

AmirhosseinHonardoust /Machine-Learning-Warning-Systems

A long-form article and practical framework for designing machine learning systems that warn instead of decide. Covers regimes vs decimals, levers over labels, reversible alerts, anti-coercion UI patterns, auditability, and the “Warning Card” template, so ML preserves human agency while staying useful under uncertainty.

Human-Centric-Machine-Learning /counterfactual-explanations-mdp

Code for "Counterfactual Explanations in Sequential Decision Making Under Uncertainty", NeurIPS 2021

DataForScience /PyData2020

Why And What If: Causal Inference for Everyone

AmirhosseinHonardoust /Tumor-Doppelganger-Studio

乳腺肿瘤样本的相似性优先解释工作室：选择一个病例，找到其最近的“孪生”（良性/恶性相似者），可视化邻里结构，比较特征指纹，并对目标类别进行最小变化的反事实编辑。仅限教育性演示，不用于诊断。

benbrastmckie /ModelChecker

A hyperintensional theorem prover for rapidly prototyping modular semantic theories

mims-harvard /CLEF

CLEF: Controllable Sequence Editing for Biological and Clinical Trajectories

santikka /cfid

cfid: R package for identifying counterfactuals.

jpmorganchase /cf-shap-facct22

Counterfactual Shapley Additive Explanation: Experiments

marcovirgolin /robust-counterfactuals

Repo of the paper "On the Robustness of Sparse Counterfactual Explanations to Adverse Perturbations"

piotromashov /baycon

BayCon: model-agnostic counterfactual explanations for ML models, found with Bayesian optimisation. Code and paper from IJCAI 2022.

alexkoulakos /explain-then-predict

Source code for the BlackBoxNLP 2024 @ EMNLP paper "Enhancing adversarial robustness in Natural Language Inference using explanations"

Human-Centric-Machine-Learning /counterfactual-continuous-mdp

Code for "Finding Counterfactually Optimal Action Sequences in Continuous State Spaces", NeurIPS 2023.

Blood-Glucose-Control /causal_modeling

Causal modelling with FitBit and Gluroo data for blood-glucose time-series evolution

frankroeder /DALI

Dynamics-Aligned Latent Imagination in Contextual World Models for Zero-Shot Generalization

marcovirgolin /CoGS

A baseline genetic algorithm for the discovery of counterfactuals, implemented in Python for ease of use and heavily leveraging NumPy for speed.

JHoelli /Semantic-Meaningfulness

Semantic Meaningfulness: Evaluating counterfactual approaches for real world plausibility