counterfactual explanations for XGBoost and tree ensemble models - counterfactual reasoning - model interpretability
-
Updated
Jul 5, 2021 - C++
counterfactual explanations for XGBoost and tree ensemble models - counterfactual reasoning - model interpretability
An Automated Framework to Construct Datasets for Assessing Knowledge Editing or Multi-Hop Reasoning Capability of Language Models.
Interpretation of Black-Box Model with Counterfactual with Whale optimization and Genetic Algorithm
A system to produce counterfactual explanations for biased recommendation results. We design, implement and evaluate efficient algorithms for computing counterfactual explanations that scale for large datasets.
Implementation of the AAAI-2021 paper Sketch and Customize: A Counterfacutal Story Generator .
Code for Diff-SCM paper
Official repository of the paper Face Presentation Attack Detection by Eacavating Causal Clues and Adapting Embedding Statistics
Parsing a resume, predicting whether it will get screened for a given job description or not and generating counterfactual suggestions.
Anti-faCtual COmmonsense Reasoning Disentanglement
The effectiveness of individual NPI among the 42 states in the US where death count exceeded 100 during the first wave of the COVID-19 pandemic
Python's pluggable backtester
CEnt: An Entropy-based Model-agnostic Explainability Framework to Contrast Classifiers’ Decisions; preview paper at: https://arxiv.org/abs/2301.07941
EMNLP'22, CEM improves MHCH performance by correcting prediction bias and training an auxiliary cost simulator based on user state and labor cost causal graph, without requiring complex model crafting.
Causal analysis for the Kappa language.
Easiest way to generate counterfactual explanations
[EMNLP 2021] Table-based Fact Verification with Salience-aware Learning.
Counterfactual Graph Learning for Anomaly Detection on Attributed Networks, IEEE TKDE 2023
Add a description, image, and links to the counterfactual topic page so that developers can more easily learn about it.
To associate your repository with the counterfactual topic, visit your repo's landing page and select "manage topics."