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Bayesian neural networks
Vision and language to action
Multimodal learning
IJCAI 2023 Tutorial: Deep non-IID learning
Large language models
Research on adversarial attack and robustness of deep neural networks
Abstract:Despite the great success of deep neural networks, the adversarial attack can cheat some well-trained classifiers by small permutations. We propose a specific type of adversarial attack that can cheat classifiers by significant changes. Statistically, the existing adversarial attack increases Type II error and the proposed one aims at Type I error, which are hence… Continue reading Research on adversarial attack and robustness of deep neural networks