Provably robust boosted decision stumps and trees against adversarial attacks

Maksym Andriushchenko, Matthias Hein

Feb-12-2026, 00:37:06 GMT–Neural Information Processing Systems

Neural Information Processing Systems http://nips.cc/

decision stump, robustness, test error, (16 more...)

Neural Information Processing Systems

Feb-12-2026, 00:37:06 GMT

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Country:
- Europe
  - Germany > Baden-Württemberg
    - Tübingen Region > Tübingen (0.14)
  - United Kingdom > England
    - Cambridgeshire > Cambridge (0.04)
- North America > Canada
  - Ontario > Toronto (0.14)

Genre:
- Research Report > New Finding (0.46)

Industry:
- Government > Military (0.41)
- Health & Medicine (0.47)
- Information Technology > Security & Privacy (0.50)

Technology:
- Information Technology > Artificial Intelligence
  - Machine Learning
    - Decision Tree Learning (1.00)
    - Neural Networks > Deep Learning (0.68)
    - Statistical Learning (1.00)
  - Representation & Reasoning (1.00)

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Provably robust boosted decision stumps and trees against adversarial attacks

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