no code implementations • NAACL (SUKI) 2022 • Xiaofeng Chen, YiRong Chen, Xiaofen Xing, Xiangmin Xu, Wenjing Han, Qianfeng Tie
Because of the compositionality of natural language, syntactic structure which contains the information about the relationship between words is a key factor for semantic understanding.
1 code implementation • 25 Dec 2023 • Songming Zhang, Ziyu Lyu, Xiaofeng Chen
Knowledge distillation transfers knowledge from large models into small models, and has recently made remarkable achievements.
no code implementations • 25 Dec 2023 • Songming Zhang, Yuxiao Luo, Qizhou Wang, Haoang Chi, Xiaofeng Chen, Bo Han, Jinyan Li
Deep neural networks often face generalization problems to handle out-of-distribution (OOD) data, and there remains a notable theoretical gap between the contributing factors and their respective impacts.
1 code implementation • 17 Dec 2023 • Yi Xie, Jie Zhang, Shiqian Zhao, Tianwei Zhang, Xiaofeng Chen
While deep learning models have shown significant performance across various domains, their deployment needs extensive resources and advanced computing infrastructure.
1 code implementation • CVPR 2023 • Shen Lin, XiaoYu Zhang, Chenyang Chen, Xiaofeng Chen, Willy Susilo
When receiving the unlearning requests, we transfer the knowledge of the non-target data points from the original model to the unlearned model and meanwhile prohibit the knowledge of the target data points via our proposed knowledge transfer and prohibition (KTP) method.
1 code implementation • ICCV 2023 • Yulin Jin, XiaoYu Zhang, Jian Lou, Xu Ma, Zilong Wang, Xiaofeng Chen
The experimental evaluations manifest the superiority of SAT over other state-of-the-art AT mechanisms in defending against adversarial attacks against both output and intermediate layers.
no code implementations • 30 Dec 2022 • Wan Jiang, Gang Liu, Xiaofeng Chen, Yipeng Zhou
Unlike traditional distributed machine learning, federated learning stores data locally for training and then aggregates the models on the server, which solves the data security problem that may arise in traditional distributed machine learning.
no code implementations • 13 May 2021 • XiaoYu Zhang, Chao Chen, Yi Xie, Xiaofeng Chen, Jun Zhang, Yang Xiang
This survey presents the most recent findings of privacy attacks and defenses appeared in cloud-based neural network services.
no code implementations • COLING 2020 • Haopeng Ren, Yi Cai, Xiaofeng Chen, Guohua Wang, Qing Li
Relation Classification (RC) plays an important role in natural language processing (NLP).
no code implementations • IEEE Transactions on Knowledge and Data Engineering 2020 • Xiaofeng Chen, Hui Li, Jin Li, Qian Wang, Xinyi Huang, Willy Susilo, and Yang Xiang
As a result, it remains an open problem how to construct an efficient (and publicly verifiable) VDB scheme that can support all updating operations regardless of the manner of insertion.