Schedule
July 24, 2021
Participation in the workshop requires a registration for the ICML 2021 conference through icml.cc. To attend the workshop, please visit the official website. You can join the poster session on Gather.Town. The schedule is as follows (all times in CET):
13:45 - 14:00
Welcome and introduction
Organizers
15:00 - 16:30
Contributed Talks
Strategic Instrumental Variable Regression: Recovering Causal Relationships From Strategic Responses (Harris, Ngo, Stapleton, Heidari, Wu)
Feature Attribution and Recourse via Probabilistic Contrastive Counterfactuals (Galhotra, Pradhan, Salimi)
Linear Classifiers that Encourage Constructive Adaptation (Chen, Wang, Liu)
On the Fairness of Causal Algorithmic Recourse (von Kügelgen, Karimi, Bhatt, Valera, Weller, Schölkopf)
CARLA: A Python Library to Benchmark Algorithmic Recourse and Counterfactual Explanation Algorithms (Pawelczyk, Bielawski, van den Heuvel, Richter, Kasneci)
CounterNet: End-to-End Training of Counterfactual Aware Predictions (Guo, Nguyen, Yadav)
CF-GNNExplainer: Counterfactual Explanations for Graph Neural Networks (Lucic, ter Hoeve, Tolomei, de Rijke, Silvestri)
Towards Robust and Reliable Algorithmic Recourse (Upadhyay, Joshi, Lakkaraju)
17:30 - 18:30
From counterfactual reasoning to re-applying for a loan: How do we connect the dots?
Break
19:30 - 20:00
Invited Talk: Tobias Gerstenberg
Going beyond the here and now: Counterfactual simulation in human cognition
22:00 - 22:15
Closing Remarks
Organizers