Browsing Year-2023 by Author "Prasad, Ranjitha (Advisor)"

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Post-hoc explainable methods: uncertainty in counterfactual explanations

Reddy, Mortala Gautam; Prasad, Ranjitha (Advisor) (IIIT-Delhi, 2023-11-29)

With the introduction of the EU’s GDPR in 2017, lawmakers have emphasized the importance of algorithmic decisions being explainable to people affected by those decisions. This has led to a major focus being put on Explainable ...
Temporal causal effect variational autoencoder

Aggarwal, Soumya; Gandhi, Vansh; Prasad, Ranjitha (Advisor) (IIIT-Delhi, 2023-12-12)

This work is a review on causal inference with a focus on predicting temporal Individual Treatment Effects (ITEs). Various approaches were investigated, and the Causal Effect Variational Autoencoder (CEVAE) was selected ...

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