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02/22/2023
Feature Partition Aggregation: A Fast Certified Defense Against a Union of Sparse Adversarial Attacks
Deep networks are susceptible to numerous types of adversarial attacks. ...
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12/09/2022
Training Data Influence Analysis and Estimation: A Survey
Good models require good training data. For overparameterized deep model...
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08/29/2022
Reducing Certified Regression to Certified Classification
Adversarial training instances can severely distort a model's behavior. ...
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04/30/2022
Adapting and Evaluating Influence-Estimation Methods for Gradient-Boosted Decision Trees
Influence estimation analyzes how changes to the training data can lead ...
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01/25/2022
Identifying a Training-Set Attack's Target Using Renormalized Influence Estimation
Targeted training-set attacks inject malicious instances into the traini...
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02/24/2020