3 papers
cs.CV2026
DASH: A Meta-Attack Framework for Synthesizing Effective and Stealthy Adversarial Examples
Abdullah Al Nomaan Nafi, Habibur Rahaman, Zafaryab Haider +4
Numerous techniques have been proposed for generating adversarial examples in white-box settings under strict Lp-norm constraints. However, such norm-bounded examples often fail to…
cs.CL2026
LASH: Adaptive Semantic Hybridization for Black-Box Jailbreaking of Large Language Models
Abdullah Al Nomaan Nafi, Fnu Suya, Swarup Bhunia +1
Jailbreak attacks expose a persistent gap between the intended safety behavior of aligned large language models and their behavior under adversarial prompting. Existing automated m…
eess.IV2024
Diffusion-Based Approaches in Medical Image Generation and Analysis
Abdullah al Nomaan Nafi, Md. Alamgir Hossain, Rakib Hossain Rifat +3
Data scarcity in medical imaging poses significant challenges due to privacy concerns. Diffusion models, a recent generative modeling technique, offer a potential solution by gener…