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provable defense

7 papers

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adversarial robustness (4) certified robustness (3) adversarial example (2) lipschitz constant (2) convex potential (1) neural network (1) perturbation invariance (1) run-off election (1) binary integer quadratic constrained linear programming (1) linearization technique (1)

Papers

Collective Certified Robustness against Graph Injection Attacks ICML 2024 Run-off Election: Improved Provable Defense against Data Poisoning Attacks ICML 2023 A Dynamical System Perspective for Lipschitz Neural Networks ICML 2022 MultiGuard: Provably Robust Multi-label Classification against Adversarial Examples NeurIPS 2022 Adversarial Training and Provable Defenses: Bridging the Gap ICLR 2020 Robustra: Training Provable Robust Neural Networks over Reference Adversarial Space IJCAI 2019 Lipschitz-Margin Training: Scalable Certification of Perturbation Invariance for Deep Neural Networks NeurIPS 2018