2 papers
cs.CR2025
"Energon": Unveiling Transformers from GPU Power and Thermal Side-Channels
Arunava Chaudhuri, Shubhi Shukla, Sarani Bhattacharya +1
Transformers have become the backbone of many Machine Learning (ML) applications, including language translation, summarization, and computer vision. As these models are increasing…
cs.LG2024
Guardian of the Ensembles: Introducing Pairwise Adversarially Robust Loss for Resisting Adversarial Attacks in DNN Ensembles
Shubhi Shukla, Subhadeep Dalui, Manaar Alam +4
Adversarial attacks rely on transferability, where an adversarial example (AE) crafted on a surrogate classifier tends to mislead a target classifier. Recent ensemble methods demon…