3 papers
cs.CV2026
Provably Contractive and High-Quality Denoisers for Convergent Restoration
Shubhi Shukla, Pravin Nair
Image restoration, the recovery of clean images from degraded measurements, has applications in various domains like surveillance, defense, and medical imaging. Despite achieving s…
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…