Accepted papers
CounterNet: End-to-End Training of Counterfactual Aware Predictions
Hangzhi Guo, Thanh Nguyen, Amulya Yadav
Strategic Instrumental Variable Regression: Recovering Causal Relationships From Strategic Responses
Keegan Harris, Dung Daniel T Ngo, Logan Stapleton, Hoda Heidari, Steven Wu
Keegan Harris, Hoda Heidari, Steven Wu
Diverse and Amortised Counterfactual Explanations for Uncertainty Estimates
Dan Ley, Umang Bhatt, Adrian Weller
Meaningfully Explaining a Model's Mistakes
Abubakar Abid, James Zou
Counterfactual Explanations for Arbitrary Regression Models
Thomas Spooner, Danial Dervovic, Jason Long, Jon Shepard, Jiahao Chen, Daniele Magazzeni
CF-GNNExplainer: Counterfactual Explanations for Graph Neural Networks
Ana Lucic, Maartje A ter Hoeve, Gabriele Tolomei, Maarten de Rijke, Fabrizio Silvestri
On the Connections between Counterfactual Explanations and Adversarial Examples
Martin Pawelczyk, Shalmali Joshi, Chirag Agarwal, Sohini Upadhyay, Himabindu Lakkaraju
Towards Robust and Reliable Algorithmic Recourse
Sohini Upadhyay, Shalmali Joshi, Himabindu Lakkaraju
Measuring User Recourse in a Dynamic Recommender System
Dilys Dickson, Elliot Creager
Online Algorithmic Recourse by Collective Action
Elliot Creager, Richard Zemel
Amortized Sequential Counterfactual Explanations for Black-box Models
Sahil Verma, Keegan Hines, John Dickerson
Feature Attribution and Recourse via Probabilistic Contrastive Counterfactuals
Sainyam Galhotra, Romila Pradhan, Babak Salimi
Eoin D Delaney, Derek Greene, Mark T Keane
Causal Perspective on Meaningful and Robust Algorithmic Recourse
Gunnar König, Timo Freiesleben, Moritz Grosse-Wentrup
Linear Classifiers that Encourage Constructive Adaptation
Yatong Chen, Jialu Wang, Yang Liu
On the Fairness of Causal Algorithmic Recourse
Julius von Kügelgen, Amir H Karimi, Umang Bhatt, Isabel Valera, Adrian Weller, Bernhard Schölkopf
CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms
Martin Pawelczyk, Sascha Bielawski, Johannes van den Heuvel, Tobias Richter, Gjergji Kasneci
Julius von Kügelgen, Nikita Agarwal, Jakob Zeitler, Afsaneh Mastouri, Bernhard Schölkopf
Learning through Recourse under Censoring
Jennifer J Chien, Margaret Roberts, Berk Ustun