Counterfactual Machine Learning (updated 2025-02-23)

Counterfactual explanations explained

Duration: 34:31
2.5K views | Jul 22, 2021

141 Counterfactuals

Duration: 5:23
11.9K views | Dec 9, 2020

142 Computing Counterfactuals

Duration: 13:37
6.6K views | Dec 9, 2020

Explainable AI explained 5 Counterfactual explanations and adversarial attacks

Duration: 16:57
24.3K views | Mar 17, 2021

14 Counterfactuals and Mediation

Duration: 34:36
7.9K views | Dec 9, 2020

Tutorial Session B Causes and Counterfactuals Concepts Principles and Tools

Duration: 2:19:02
3.9K views | Jul 7, 2016

Introduction to Counterfactual Learning to Rank Talk at Farfetch

Duration: 46:49
1.2K views | Jun 30, 2020

Explainable AI XAI Course Counterfactual Explanations Explaining and Debugging ML Models

Duration: 57:34
1.5K views | Apr 18, 2023

Explainable AI XAI Course 4 Counterfactual Explanations Explaining and Debugging

Duration: 57:37
199 views | Apr 27, 2023

Interpretability Tutorial on What is Counterfactuals in Interpretable AI ACL

Duration: 19:23
2.2K views | Dec 17, 2020

Counterfactual Explanations The Future of Explainable AI Aviv Ben Arie

Duration: 27:13
11.8K views | Jun 1, 2022

KDD 2023 Learning for Counterfactual Fairness from Observational Data

Duration: 2:13
78 views | Jul 10, 2023

Causality Counterfactuals Part A

Duration: 46:25
3.3K views | Mar 8, 2022

Introduction to Explainable AI XAI Interpretable models agnostic methods counterfactuals

Duration: 11:51
7.5K views | Feb 12, 2024

Counterfactual Learning and Evaluation for Recommender Systems

Duration: 3:24:45
11.5K views | Mar 21, 2022

PR097 Learning Representations for Counterfactual Inference

Duration: 25:48
1K views | Jul 8, 2018

Causality Counterfactuals Part B

Duration: 43:43
1.5K views | Mar 8, 2022

Counterfactual Regret Minimization AGT 26

Duration: 41:44
10K views | Apr 25, 2023

NeurIPS 2021 Counterfactual Explanations Can Be Manipulated

Duration: 15:08
1.3K views | Dec 10, 2021

Counterfactual Evaluation and Learning from Logged User Feedback

Duration: 1:16:06
3.7K views | Oct 5, 2016

Causality and counterfactuals

Duration: 10:34
11.9K views | Jan 29, 2020

What is Counterfactual Thinking Explained in 2 min

Duration: 2:15
10.9K views | Dec 13, 2020

Frontiers in Machine Learning Big Ideas in Causality and Machine Learning

Duration: 1:35:59
16.1K views | Jul 28, 2020

Adversarial Machine Learning explained With examples

Duration: 10:24
22.2K views | Jul 24, 2020

Explaining Machine Learning Classifiers through Diverse Counterfactual Explanations

Duration: 8:11
2.9K views | Mar 4, 2020

Michael Manapat Counterfactual evaluation of machine learning models

Duration: 44:32
13.6K views | Aug 10, 2015

Counterfactual Fairness

Duration: 19:11
5.3K views | Aug 1, 2018

Lecture 13 Counterfactual Explanations Explainable AI XAI Google Colab Implementation

Duration: 42:25
2.8K views | 8 months ago

Unbiased Learning to Rank Counterfactual and Online Approaches The Web Conference 2020 Tutorial

Duration: 3:51:09
6.6K views | Apr 22, 2020

Keynote The Mathematics of Causal Inference with Reflections on Machine Learning

Duration: 1:11:32
29.3K views | Aug 8, 2016