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IEEE Transactions on Neural Networks and Learning Systems

IF8.9

论文数7690

被引数72350

期刊论文 7690

发表时间

Quantized Output Synchronization for Discrete-Time Fractional-Order T-S Fuzzy Coupled Neural Networks With Output Couplings and Time-Varying Delays 离散时间分数阶T-S模糊耦合神经网络在输出耦合和时间变化延迟条件下的量化输出同步

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-11-02

PREAI

Xueke Cui; Hong-Li Li; Tingwen Huang; Xinzhi Liu; Jinde Cao

NeuroWave-GO: A Reinforcement Learning Framework for Scalable and Perception-Aware SNN-to-NoC Mapping NeuroWave-GO：一种用于可扩展且感知感知的SNN-to-NoC映射的强化学习框架

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-10-29

PREAI

Liqun Xia; Ziyang Kang; Shiming Li

Audio-Language Models for Audio-Centric Tasks: A Systematic Survey 音频语言模型在音频中心任务中的应用：系统综述

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-10-29

PREAI

Yi Su; Jisheng Bai; Qisheng Xu; Kele Xu; Yong Dou

InteractPro: A Unified Framework for Motion-Aware Image Composition InteractPro: 一种运动感知图像合成的统一框架

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-10-29

PREAI

Weijing Tao; Xiaofeng Yang; Miaomiao Cui; Guosheng Lin

Neural Architecture Search With Randomized Manifold Sampling 基于随机流形采样的神经架构搜索

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-10-23

PREAI

P. Vishnu Vardhan; Suryavarman E; Prathik P. Kulkarni; G. Pavan Sriram; Dhanush M; Ajin George Joseph

A Transferable Targeted Adversarial Attack Method Based on Feature Interpretation and Dynamic Optimization 基于特征解释和动态优化的可转移目标对抗攻击方法

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-10-23

PREAI

Yating Zheng; Tianyu Xu; Qihong Han; Zhanqi Cui; Jun Lu

Explainable and Trust-Oriented Evaluation for Determining Suitable Augmented and Synthetic Data Proportions in IoT Intrusion Detection 可解释且面向信任的评估方法，用于确定物联网入侵检测中合适的增强数据和合成数据比例

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-10-23

PREAI

Navneet Kaur; Lav Gupta

Gradient-Modulated Cross-Entropy Loss for Robust Learning With Label Noise 梯度调制交叉熵损失用于带标签噪声的鲁棒学习

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-10-23

PREAI

Lin Wang; Fang Liu; Xiangmin Xu; Kailing Guo; Xiaofen Xing; Zhanpeng Jin

Synchronization of Delayed Complex Networks by Aperiodically Intermittent Hybrid-Dependent Event-Triggered Mechanisms 通过非周期间歇混合依赖事件触发机制同步时滞复杂网络

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-10-23

PREAI

Jing Ping; Song Zhu; Da-Yan Liu; Yue Chen

Self-Adaptive Background-Attentive Network With Anomaly Suppression for Hyperspectral Anomaly Detection 自适应背景注意力网络与异常抑制的高光谱异常检测

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-10-19

PREAI

Xu Liu; Hao Yuan; Bohui Tang; Qingquan Li; Chao Yang; Tiezhu Shi; Daming Zhu

RoFEH: Robust Federated Reinforcement Learning Under Environment Heterogeneity RoFEH: 环境异构性下的鲁棒联邦强化学习

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-10-13

PREAI

Ukjo Hwang; Songnam Hong

Enhancing Few-Channel EEG Model via Multichannel Multiview Heterogeneous Knowledge Distillation for Motor Imagery 通过多通道多视图异构知识蒸馏增强少通道EEG模型用于运动想象

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-10-13

PREAI

Heng Liang; Fengming Zhao; Peiliang Gong; Yucheng Liu; Ziyu Jia

Interrupted Sampling Repeater Jamming Suppression for Wideband Radar With MCA-ADMM-Net 基于MCA-ADMM-Net的宽带雷达间歇采样重复干扰抑制

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-10-13

PREAI

Shaopeng Wei; Haoyu Han; Haonan Zhang; Song Wei; Yejian Zhou; Lei Zhang

Feature Selection for Incomplete Hierarchical Data by Positive Weight Recovery and Implicit Hierarchical Information 基于正权重恢复和隐式层次信息的缺失层次数据特征选择

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-10-08

PREAI

Jianhua Dai; Shiyu Wei

SketchDiff: Progressive Diffusion for Photorealistic Portrait Generation From Rough Sketches SketchDiff：从粗略素描生成逼真肖像的渐进式扩散

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-09-25

PREAI

Chenlu Yang; Dapeng Zhang; Lei Xing; Quanjian Song; Cong Wang; Fei Shen

Efficient Invariant Representation Learning Based on Cauchy–Schwarz Divergence 基于柯西-施瓦茨散度的有效不变表示学习

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-09-23

PREAI

Lei Wang; Shuo Ye; Qinmu Peng; Shujian Yu; Xinge You; Shiming Chen

Mixture of Lie-Group Kernels for Equivariance-Inspired Feature Learning 李群核的混合用于等变性启发式特征学习

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-09-23

PREAI

Yaoxian Yang; Guipeng Lan; Shuai Xiao; Jiabao Wen; Jiachen Yang; Wen Lu; Baihua Li; Qinggang Meng; Xinbo Gao

Low-Rankness Enhanced Robust Tensor Principal Component Analysis: A Nonlinear Monotonic Function Approach 低秩性增强的鲁棒张量主成分分析：一种非线性单调函数方法

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-09-22

PREAI

Weidong Zhang; Yan Song; Derui Ding; Feng Tian

SIEFormer: Spectral-Interpretable and -Enhanced Transformer for Generalized Category Discovery SIEFormer：用于广义类别发现的谱可解释和增强Transformer

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-09-22

PREAI

Chunming Li; Shidong Wang; Tong Xin; Haofeng Zhang

Spatial–Semantic Attention Network With Adaptive Similarity Perception and Memory for Efficient Zero-Shot Object-Goal Visual Navigation 具有自适应相似度感知和记忆的空间-语义注意力网络，用于高效零样本目标视觉导航

IEEE Transactions on Neural Networks and Learning Systems

IF8.9

2026-09-22

PREAI

Zihao Dong; Hao Wan; Runmin Cong; Xizhan Gao; Xiuli Shao; Sam Kwong