Search Results for author: Jianxing Liu

Found 4 papers, 1 papers with code

Contrastive Augmented Graph2Graph Memory Interaction for Few Shot Continual Learning

no code implementations7 Mar 2024 Biqing Qi, Junqi Gao, Xingquan Chen, Dong Li, Jianxing Liu, Ligang Wu, BoWen Zhou

However, current EM-based methods retrieves memory globally by performing Vector-to-Vector (V2V) interaction between features corresponding to the input and prototypes stored in EM, neglecting the geometric structure of local features.

Few-Shot Class-Incremental Learning Few-Shot Learning +1

Interactive Continual Learning: Fast and Slow Thinking

1 code implementation5 Mar 2024 Biqing Qi, Xingquan Chen, Junqi Gao, Dong Li, Jianxing Liu, Ligang Wu, BoWen Zhou

Drawing on Complementary Learning System theory, this paper presents a novel Interactive Continual Learning (ICL) framework, enabled by collaborative interactions among models of various sizes.

Continual Learning Outlier Detection +1

Investigating Deep Watermark Security: An Adversarial Transferability Perspective

no code implementations26 Feb 2024 Biqing Qi, Junqi Gao, Yiang Luo, Jianxing Liu, Ligang Wu, BoWen Zhou

The rise of generative neural networks has triggered an increased demand for intellectual property (IP) protection in generated content.

Stabilization with Prescribed Instant via Lyapunov Method

no code implementations22 Feb 2023 Jiyuan Kuang, Yabin Gao, Yizhuo Sun, Jiahui Wang, Aohua Liu, Yue Zhao, Jianxing Liu

In anothor word, the settling time under the presented controller is independent of the initial conditions and equals the prescribed time instant.

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