2 papers
cs.AI2026
Controllable GNN Explanations via Multi-Metric Preference Selection
Rachit Verma, Yashraj J. Deshmukh, Anirban Dasgupta
Mechanisms for generating GNN explanations are crucial for building trust and mitigating biases in Graph Neural Networks (GNNs), especially in high-stakes scenarios. Most current m…
cs.LG2026
Fairness Auditing: Lower Bounds on Company Manipulation
Rachit Verma, Padala Manisha, Sujit Gujar
Fairness audits are increasingly mandated in high-stakes applications such as hiring, lending, and automated decision-making. Recent work has established fundamental impossibility…