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

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…