2 papers
cs.LG2023
Causal Effect Regularization: Automated Detection and Removal of Spurious Attributes
Abhinav Kumar, Amit Deshpande, Amit Sharma
In many classification datasets, the task labels are spuriously correlated with some input attributes. Classifiers trained on such datasets often rely on these attributes for predi…
stat.ML2022
Disentangling Mixtures of Unknown Causal Interventions
Abhinav Kumar, Gaurav Sinha
In many real-world scenarios, such as gene knockout experiments, targeted interventions are often accompanied by unknown interventions at off-target sites. Moreover, different unit…