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Graph-Agnostic Linear Transformers 期刊论文
NEURAL NETWORKS, 2026, 卷号: 198, 页码: 12
作者:  Guo, Zhiyu;  Liu, Yang;  Ao, Xiang;  Tang, Yateng;  Chen, Xinhuan;  Zheng, Xuehao;  He, Qing
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Graph neural network  Graph transformer  Linear attention  Graph-agnostic model  
The answer lies within: Detecting Trojans from DNNs' inherent characteristics 期刊论文
NEURAL NETWORKS, 2026, 卷号: 198, 页码: 11
作者:  Liu, Xuchao;  Cao, Qi;  Zhang, Kaike;  Su, Du;  Shen, Huawei
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Trojan detection  Sample-free  DNNs' inherent characteristics  
KnowFlow: Empowering decision-making on networks with knowledge-streamlined agent 期刊论文
NEURAL NETWORKS, 2026, 卷号: 196, 页码: 11
作者:  Zheng, Xiaohan;  Wei, Lanning;  Zhao, Huan;  Yao, Quanming
收藏  |  浏览/下载：1/0  |  提交时间：2026/05/25
Neural architecture search  Knowledge base  LLM-based agents  Automated machine learning  
LLM-led vision-spectral fusion: A zero-shot approach to temporal fruit image classification 期刊论文
NEURAL NETWORKS, 2026, 卷号: 194, 页码: 10
作者:  Wu, Huyu;  Jia, Bowen;  Yuan, Xue-Ming
收藏  |  浏览/下载：24/0  |  提交时间：2025/12/03
Temporally relevant images  Multimodal classification  Large language models  Zero-shot segmentation  Vision-spectral fusion  
Adaptive dendritic plasticity in brain-inspired dynamic neural networks for enhanced multi-timescale feature extraction 期刊论文
NEURAL NETWORKS, 2026, 卷号: 194, 页码: 15
作者:  Mao, Jiayi;  Zheng, Hanle;  Yin, Huifeng;  Fan, Hanxiao;  Mei, Lingrui;  Guo, Hao;  Li, Yao;  Wu, Jibin;  Pei, Jing;  Deng, Lei
收藏  |  浏览/下载：26/0  |  提交时间：2025/12/03
Brain-inspired neural networks  Dendritic heterogeneity LIM neurons  Adaptive dendritic plasticity  Multi-timescale feature extraction  
Major depressive disorder detection via temporal-frequency-spatial transformer with sub-domain knowledge alignment using EEG 期刊论文
NEURAL NETWORKS, 2026, 卷号: 193, 页码: 12
作者:  Xu, Chen-Yang;  Fan, Fei-Yi;  Zhao, Li-Xuan;  Jin, Li-Cheng;  Zhang, Yong-Hui;  Meng, Qing-Hao
收藏  |  浏览/下载：19/0  |  提交时间：2025/12/03
MDD detection  Sub-domain knowledge alignment (SDKA)  Temporal-frequency-spatial transformer (TFST)  Frequency attention (FA)  
DMutDE: Dual-View Mutual Distillation Framework for Knowledge Graph Embeddings 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2025, 页码: 14
作者:  Liu, Ruizhou;  Wu, Zhe;  Wu, Yiling;  Cao, Zongsheng;  Xu, Qianqian;  Huang, Qingming
收藏  |  浏览/下载：26/0  |  提交时间：2025/12/03
Training  Data models  Predictive models  Cognition  Knowledge graphs  Electronic mail  Translation  Semantics  Noise  Costs  Knowledge distillation (KD)  knowledge graph (KG)  knowledge graph embedding (KGE)  
SGKGE: Semantically Guided Knowledge Graph Embeddings via Complementary Latent Representations 期刊论文
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2025, 页码: 14
作者:  Liu, Ruizhou;  Cao, Zongsheng;  Wu, Zhe;  Wu, Yiling;  Xu, Qianqian;  Huang, Qingming
收藏  |  浏览/下载：60/0  |  提交时间：2025/06/25
Semantics  Manifolds  Vectors  Training  Tensors  Knowledge graphs  Animals  Translation  Tail  Matrix decomposition  Hyperbolic manifold  knowledge graph embedding (KGE)  
Searching to extrapolate embedding for out-of-graph node representation learning 期刊论文
NEURAL NETWORKS, 2025, 卷号: 184, 页码: 15
作者:  Shen, Zhenqian;  Guo, Shuhan;  Wen, Yan;  Wei, Lanning;  Zhang, Wengang;  Luo, Yuanhai;  Wu, Chongwu;  Yao, Quanming
收藏  |  浏览/下载：33/0  |  提交时间：2025/06/25
Graph neural network  Neural architecture search  Graph embedding  Out-of-sample learning  
OS-SSVEP: One-shot SSVEP classification 期刊论文
NEURAL NETWORKS, 2024, 卷号: 180, 页码: 12
作者:  Deng, Yang;  Ji, Zhiwei;  Wang, Yijun;  Zhou, S. Kevin
收藏  |  浏览/下载：65/0  |  提交时间：2024/12/06
Brain-computer interface (BCI)  Steady-state visual evoked potential (SSVEP)  One-shot classification  Transfer learning  Data augmentation