An Automated Framework to Construct Datasets for Assessing Knowledge Editing or Multi-Hop Reasoning Capability of Language Models.
-
Updated
Jun 8, 2024 - Python
An Automated Framework to Construct Datasets for Assessing Knowledge Editing or Multi-Hop Reasoning Capability of Language Models.
Anti-faCtual COmmonsense Reasoning Disentanglement
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.
Python's pluggable backtester
Algorithms for explaining machine learning models
(ICML 2023) High Fidelity Image Counterfactuals with Probabilistic Causal Models
Code for the paper "Getting a CLUE: A Method for Explaining Uncertainty Estimates"
💡 Adversarial attacks on explanations and how to defend them
[CIKM 2023] Towards Fair Graph Neural Networks via Graph Counterfactual.
[ML4H 2022] This is the code for our paper `Counterfactual and Factual Reasoning over Hypergraphs for Interpretable Clinical Predictions on EHR'.
A Python package for causal inference using Synthetic Controls
Parsing a resume, predicting whether it will get screened for a given job description or not and generating counterfactual suggestions.
Counterfactual Graph Learning for Anomaly Detection on Attributed Networks, IEEE TKDE 2023
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
cfid: R package for identifying counterfactuals.
Counterfactual Reasoning VQA Dataset
CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms
Easiest way to generate counterfactual explanations
Official repository of the paper Face Presentation Attack Detection by Eacavating Causal Clues and Adapting Embedding Statistics
The repository contains lists of papers on causality and how relevant techniques are being used to further enhance deep learning era computer vision solutions.
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."