2 papers
cs.CR2026
AutoRISE: Agent-Driven Strategy Evolution for Red-Teaming Large Language Models
Tanmay Gautam, Alireza Bahramali, Sandeep Atluri
Automated red-teaming methods for large language models typically optimize attack prompts within a fixed, human-designed strategy, leaving the attack strategy itself unchanged. We…
cs.LG2025
Efficient Global Optimization of Two-Layer ReLU Networks: Quadratic-Time Algorithms and Adversarial Training
Yatong Bai, Tanmay Gautam, Somayeh Sojoudi
The non-convexity of the artificial neural network (ANN) training landscape brings inherent optimization difficulties. While the traditional back-propagation stochastic gradient de…