2 papers
cs.CR2025
Trustworthy AI: Safety, Bias, and Privacy -- A Survey
Xingli Fang, Jianwei Li, Varun Mulchandani +1
The capabilities of artificial intelligence systems have been advancing to a great extent, but these systems still struggle with failure modes, vulnerabilities, and biases. In this…
cs.LG2025
Severing Spurious Correlations with Data Pruning
Varun Mulchandani, Jung-Eun Kim
Deep neural networks have been shown to learn and rely on spurious correlations present in the data that they are trained on. Reliance on such correlations can cause these networks…