3 papers
cs.LG2026
Are You Thinking What I am Thinking? : Examining Conceptual Separation in Neural Architectures
Jaee Ponde, Roshni Agarwal, Subhashis Banerjee
Neural networks are increasingly employed to identify both well-defined and ambiguous concepts, yet output-level metrics reveal little about how those concepts are represented inte…
cs.CY2026
Validity, Reliability, and Transparency in Artificial Intelligence Regulation
A. Mukundan, Debayan Gupta, Subhashis Banerjee
Artificial intelligence (AI) systems increasingly mediate decisions affecting individuals and societies. Existing data protection frameworks address certain privacy-related harms,…
cs.LG2026
A New Framework to Analyse the Distributional Robustness of Deep Neural Networks
Divij Khaitan, Subhashis Banerjee
Deep neural networks have achieved impressive performance on a variety of tasks, but their brittleness to distributional shifts remains a significant barrier to real-world deployme…