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malicious noise

9 papers

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Co-occurring keywords · papers mentioning both

pac learning (4) halfspace learning (3) noise-tolerant learning (2) misclassification error (2) noise tolerance (2) sample complexity (2) learning theory (2) large-margin halfspaces (1) classification learning (1) robust learning (1)

Papers

Efficient PAC Learning of Halfspaces with Constant Malicious Noise Rate ALT 2025 Learning Constant-Depth Circuits in Malicious Noise Models COLT 2025 On the Vulnerability of Fairness Constrained Learning to Malicious Noise AISTATS 2024 PAC Learning of Halfspaces with Malicious Noise in Nearly Linear Time AISTATS 2023 Attribute-Efficient Learning of Halfspaces with Malicious Noise: Near-Optimal Label Complexity and Noise Tolerance ALT 2021 Sample-Optimal PAC Learning of Halfspaces with Malicious Noise ICML 2021 Learning Halfspaces with the Zero-One Loss: Time-Accuracy Tradeoffs NeurIPS 2012 Learning large-margin halfspaces with more malicious noise NeurIPS 2011 Learning Halfspaces with Malicious Noise JMLR 2009