3 papers
cs.IT2026
Function-Correcting Codes with Optimal Data Protection for Hamming Code Membership
Swaraj Sharma Durgi, Anjana A. Mahesh, Anupriya Kumari +2
This paper investigates single-error-correcting function-correcting codes (SEFCCs) for the Hamming code membership function (HCMF), which indicates whether a vector in $\mathbb{F}_…
cs.LG2024
Rethinking Randomized Smoothing from the Perspective of Scalability
Anupriya Kumari, Devansh Bhardwaj, Sukrit Jindal
Machine learning models have demonstrated remarkable success across diverse domains but remain vulnerable to adversarial attacks. Empirical defense mechanisms often fail, as new at…
math.NA2024
Strengthening Interpretability: An Investigative Study of Integrated Gradient Methods
Shree Singhi, Anupriya Kumari
We conducted a reproducibility study on Integrated Gradients (IG) based methods and the Important Direction Gradient Integration (IDGI) framework. IDGI eliminates the explanation n…