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06/17/2023
Understanding Certified Training with Interval Bound Propagation
As robustness verification methods are becoming more precise, training c...
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05/23/2023
SMAP: A Novel Heterogeneous Information Framework for Scenario-based Optimal Model Assignment
The increasing maturity of big data applications has led to a proliferat...
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05/08/2023
TAPS: Connecting Certified and Adversarial Training
Training certifiably robust neural networks remains a notoriously hard p...
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09/05/2022
"Is your explanation stable?": A Robustness Evaluation Framework for Feature Attribution
Understanding the decision process of neural networks is hard. One vital...
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04/07/2022
Transfer Attacks Revisited: A Large-Scale Empirical Study in Real Computer Vision Settings
One intriguing property of adversarial attacks is their "transferability...
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01/07/2021