Amir-Hossein Karimi

Causal Adversarial Perturbations for Individual Fairness and Robustness in Heterogeneous Data Spaces

2023 · arXiv (Cornell University)

As responsible AI gains importance in machine learning algorithms, properties such as fairness, adversarial robustness, and causality have received considerable attention in recent years. However, despite their individual significance, there remains a critical gap in …

Key-Value Memory Networks for Directly Reading Documents

2016

Directly reading documents and being able to answer questions from them is an unsolved challenge. To avoid its inherent difficulty, question answering (QA) has been directed towards using Knowledge Bases (KBs) instead, which has proven …