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Yisroel Mirsky

2 accepted papers

2026

GAVEL: Towards Rule-Based Safety through Activation Monitoring

ICLR 2026poster

Large language models (LLMs) are increasingly paired with activation-based monitoring to detect and prevent harmful behaviors that may not be apparent at the surface-text level. However, existing activation safety approaches, trained on broad misuse datasets, struggle with poor precision, limited fl…

Cited by 0SourcecodeScholar
2024

TTTS: Tree Test Time Simulation for Enhancing Decision Tree Robustness against Adversarial Examples

AAAI 2024technical

Decision trees are widely used for addressing learning tasks involving tabular data. Yet, they are susceptible to adversarial attacks. In this paper, we present Tree Test Time Simulation (TTTS), a novel inference-time methodology that incorporates Monte Carlo simulations into decision trees to enhan…