Songzhu Zheng | DeepAI

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Chao Chen
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Mayank Goswami
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Xinyu Dong
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∙ 08/09/2022

Attention Hijacking in Trojan Transformers

Trojan attacks pose a severe threat to AI systems. Recent works on Trans...

13 Weimin Lyu, et al. ∙

∙ 08/09/2022

A Multimodal Transformer: Fusing Clinical Notes with Structured EHR Data for Interpretable In-Hospital Mortality Prediction

Deep-learning-based clinical decision support using structured electroni...

0 Weimin Lyu, et al. ∙

∙ 05/13/2022

A Study of the Attention Abnormality in Trojaned BERTs

Trojan attacks raise serious security concerns. In this paper, we invest...

10 Weimin Lyu, et al. ∙

∙ 06/11/2021

Topological Detection of Trojaned Neural Networks

Deep neural networks are known to have security issues. One particular t...

14 Songzhu Zheng, et al. ∙

∙ 03/13/2021

Learning with Feature-Dependent Label Noise: A Progressive Approach

Label noise is frequently observed in real-world large-scale datasets. T...

9 Yikai Zhang, et al. ∙

∙ 12/09/2020

A Topological Filter for Learning with Label Noise

Noisy labels can impair the performance of deep neural networks. To tack...

9 Pengxiang Wu, et al. ∙

∙ 11/19/2020

Error-Bounded Correction of Noisy Labels

To collect large scale annotated data, it is inevitable to introduce lab...

2 Songzhu Zheng, et al. ∙

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