3 papers
cs.AI2026
VISTA: Visualization of Token Attribution via Efficient Analysis
Syed Ahmed, Bharathi Vokkaliga Ganesh, Jagadish Babu P +8
Understanding how Large Language Models (LLMs) process information from prompts remains a significant challenge. To shed light on this "black box," attention visualization techniqu…
cs.AI2025
BELL: Benchmarking the Explainability of Large Language Models
Syed Quiser Ahmed, Bharathi Vokkaliga Ganesh, Jagadish Babu P +3
Large Language Models have demonstrated remarkable capabilities in natural language processing, yet their decision-making processes often lack transparency. This opaqueness raises…
cs.CR2024
A Comprehensive Review of Adversarial Attacks on Machine Learning
Syed Quiser Ahmed, Bharathi Vokkaliga Ganesh, Sathyanarayana Sampath Kumar +3
This research provides a comprehensive overview of adversarial attacks on AI and ML models, exploring various attack types, techniques, and their potential harms. We also delve int…