Search注意力机制returned 258 results

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1

Heterogeneity mitigation method based on knowledge distillation and inter-class relationship

基于知识蒸馏与类间关系的异构性缓解方法

He Yang

Peng Weimin

federated learning

knowledge distillation

model heterogeneity

attention mechanism

Accepted Paper No. 1, 2026 : doi:10.19734/j.issn.1001-3695.2025.05.0179

2

Graph neural network recommendation model integrating dynamic neighborhood selection and multi-interest representation

融合动态邻域选择与多兴趣建模的图神经网络推荐模型

Wang Chong

Gu Chengtong

Fu Xiang

Hong Xin

recommendation system

graph neural network

reinforcement learning

multi-head attention mechanism

Accepted Paper No. 1, 2026 : doi:10.19734/j.issn.1001-3695.2025.06.0185

3

Hierarchical pose estimation with multimodal fusion and spherical sampling

多模态融合与球面采样的层级式位姿估计

Li Xin

Kuang Liqun

Zhao Rong

Han Huiyan

Yang Xiaowen

6 degrees of freedom

pose estimation

multimodal Fusion

cross-model feature alignment

attention mechanism

Accepted Paper No. 1, 2026 : doi:10.19734/j.issn.1001-3695.2025.05.0195

4

Symptom attribute classification method based on semantic graph-enhanced attention network

基于语义图增强注意力网络的症状属性分类方法

Jia Heming

Li Wei

Li Bo

Zhang Zhidong

symptom attribute classification

text segmentation

relational graph attention mechanism

Accepted Paper No. 1, 2026 : doi:10.19734/j.issn.1001-3695.2025.06.0203

5

Social Heterogeneous knowledge guided multi-behavior sequential recommendation method

社交异构知识引导的多行为序列推荐方法

Li Qingqing

Chen Lei

sequential recommendation

multi-behavior

social Heterogeneous temporal knowledge graph

high-order social-aware representations

attention mechanism

Accepted Paper No. 12, 2025 : doi:10.19734/j.issn.1001-3695.2025.05.0133

6

Multimodal hate meme detection based on fusion of causal mask control and counterfactual intervention mechanism

基于因果掩码控制与反事实干预机制融合的多模态仇恨模因检测

Xu Chao

Pu Yue

Chen Yong

Sun Kaili

multimodal learning

hate meme detection

causal relationship

counterfactual intervention

attention mechanism

Accepted Paper No. 12, 2025 : doi:10.19734/j.issn.1001-3695.2025.04.0137

7

Interactive recommendation method combining text enhancement and deep reinforcement learning

融合文本增强与深度强化学习的交互式推荐方法

Zhang Xiaoyu

Mei Hongyan

Hu Siyu

Zhao Entong

textual information

multi-head attention mechanism

deep reinforcement learning

interactive recommendation

Accepted Paper No. 12, 2025 : doi:10.19734/j.issn.1001-3695.2025.04.0155

8

Research on vehicle lane-changing intention prediction in expressway scenarios

高速公路场景下的车辆换道意图预测研究

Huang Haifeng

Huang Deqi

Huang Deyi

Liu Zhenhang

lane change intention identification

graph attention network(gatv2)

graph convolutional network(gcn)

attention mechanism

Accepted Paper No. 12, 2025 : doi:10.19734/j.issn.1001-3695.2025.05.0158

9

Multi-dimensional feature fusion and residual-enhanced learning for traffic flow prediction

基于多维特征融合与残差增强的交通流量预测

Zhang Zhenlin

Guo Huijie

Dou Tianfeng

Qi Kaiyuan

Wu Dong

Qu Zhijian

Ren Chongguang

traffic flow prediction

dynamic graph convolutional network

feature Fusion

residual modeling

attention mechanism

Accepted Paper No. 12, 2025 : doi:10.19734/j.issn.1001-3695.2025.06.0168

10

Cross-organizational business process anomaly detection based on GRU and Transformer

基于GRU和Transformer的跨组织业务流程异常检测

Yang Fan

Fang Na

cross-organizational business processes

multi-type anomaly detection

GRU

Transformer

attention mechanism

teacher forcing mechanism

Accepted Paper No. 11, 2025 : doi:10.19734/j.issn.1001-3695.2025.04.0117

11

SC-Net: dual-path brain tumor segmentation method based on spatial attention using Mamba and channel interaction attention unit

基于Mamba空间注意力与通道交互注意力模块的双路径脑肿瘤分割方法

Li Bing

Liu Yan

MRI

brain tumor segmentation

attention mechanism

Mamba

spatial and channel attention

Accepted Paper No. 10, 2025 : doi:10.19734/j.issn.1001-3695.2025.01.0051

12

Multi-scale modal fusion network for RGB-D salient object detection

基于多尺度模态融合的RGB-D显著性目标检测网络

Yu Ming

Tang Shichen

Liu Yi

RGB-D salient object detection

multi-scale modal enhancement

attention mechanism

parallel multi-layer decoding

Accepted Paper No. 10, 2025 : doi:10.19734/j.issn.1001-3695.2025.02.0054

13

Multimodal long-tail micro-video recommendation based on graph neural networks

基于图神经网络的多模态长尾微视频推荐算法

Luo Chen

You Jinguo

Wan Xiaorong

Li Xiaowu

multimodal recommendation

long tail problem

graph neural network

micro-video

attention mechanism

Accepted Paper No. 10, 2025 : doi:10.19734/j.issn.1001-3695.2025.02.0058

14

Cross-subject and cross-session EEG-based approach to emotion recognition

基于跨被试和跨会话的脑电信号情感识别方法

Shi Pengcheng

Wang Hailong

Liu Lin

EEG signals

domain-adaptive methods

multi-pronged self-attention mechanism

long short‑term memory network

emotion recognition

Accepted Paper No. 10, 2025 : doi:10.19734/j.issn.1001-3695.2025.03.0062

15

Survey on deep learning-based small object detection algorithms

深度学习小目标检测算法综述

Zhang Qin

Guo Wei'an

small object detection

multi-scale feature Fusion

attention mechanism

sample balance

lightweight network

robustness

Accepted Paper No. 10, 2025 : doi:10.19734/j.issn.1001-3695.2025.03.0067

16

Intelligent fault diagnosis of aero-engine bearings under variable operating conditions based on deep learning and feature condensation

基于深度学习和特征凝练的变工况航空发动机轴承智能故障诊断

Liu Han

Liu Qinming

Ye Chunming

Wang Yujie

deep learning

nutcracker optimization algorithm

fault diagnosis

mobile network attention mechanism

feature condensation

Accepted Paper No. 10, 2025 : doi:10.19734/j.issn.1001-3695.2025.04.0088

17

Expression recognition network of channel-spatial multi-scale enhancement and dual-pooling attention

通道-空间多尺度增强与双池化注意的表情识别网络

Liu Juan

Zhang Minyang

Hu Min

Huang Zhong

Jiang Julang

facial expression recognition

multi-scale enhancement

dual-pooling attention

channel-spatial multi-scale structure

efficient channel-spatial attention mechanism

Accepted Paper No. 9, 2025 : doi:10.19734/j.issn.1001-3695.2024.12.0524

18

Multimodal dialogue model and applications based on modality-sensitive attention mechanism

基于模态敏感注意力机制的多模态对话模型及应用

Du Wei

Zhu Xiaoying

Xu Fangmin

Zheng Jiansheng

Zhu Fuxi

Gong Mingmin

Li Ziyu

multimodal dialogue system

cross-modal features

sensitive differences

modality-sensitive attention mechanism

master-slave modality

No. 9, 2025 : 2590-2598 doi:10.19734/j.issn.1001-3695.2025.02.0043

19

Key user identification method in social network information propagation based on propagation features reinforcement learning

基于传播特征强化学习的社交网络信息传播关键用户发现方法

Liu Xiaoliang

Zhang Pengfei

influence maximization

key user identification

deep reinforcement learning

graph attention mechanism

No. 9, 2025 : 2637-2643 doi:10.19734/j.issn.1001-3695.2025.02.0027

20

Aspect-based sentiment analysis based on syntactic dependency enhancement and aspect semantic focus

基于句法依存增强和方面语义聚焦的方面级情感分析

Wang Yili

Chen Haowen

Yuan Chengsheng

aspect-based sentiment analysis(ABSA)

syntactic structure

semantic features

graph convolutional network(GCN)

attention mechanism

No. 9, 2025 : 2669-2675 doi:10.19734/j.issn.1001-3695.2025.03.0039

21

Behavior recognition method based on cross-agent interaction and multi-scale time enhancement

基于跨主体交互和多尺度时间增强的行为识别方法

Zhang Junyi

Zhao Peipei

Liang Song

Yang Di

Sun Aoran

Xiao Tao

behavior recognition

graph convolutional network

CTR-GCN

two-person interaction behavior recognition

Transformer

attention mechanisms

No. 9, 2025 : 2847-2855 doi:10.19734/j.issn.1001-3695.2024.11.0508

22

Image dehazing algorithm driven by contextual collaboration and hybrid attention mechanism

上下文协同与混合注意力机制驱动的图像去雾算法

Zhao Zhiqiang

He Jinliang

image dehazing

attention mechanism

context collaboration

feature extraction

No. 9, 2025 : 2875-2880 doi:10.19734/j.issn.1001-3695.2024.10.0506

23

Vehicles trajectory prediction approach based on Transformer with edge update and multi-head attention interactive fusion

基于边更新与多头交互融合Transformer的车辆轨迹预测方法

Sun Ying

Wu Yanyong

Ding Derui

Zhang Jiankun

vehicle trajectory prediction

deep learning

Transformer

multi-head attention mechanism

spatio-temporal feature integration

intelligent driving

No. 8, 2025 : 2348-2354 doi:10.19734/j.issn.1001-3695.2025.01.0017

24

Visual-text cooperation and hierarchical fusion for multimodal named entity recognition method

一种图文协同层级融合的多模态命名实体识别方法

Feng Guang

Liu Tianxiang

Yang Yanru

Zheng Runting

Zhong Ting

Lin Jianzhong

Huang Rongcan

multimodal named entity recognition(MNER)

semantic alignment bias

semantic enhancement

modal synergy

attention mechanism

No. 8, 2025 : 2390-2397 doi:10.19734/j.issn.1001-3695.2025.01.0021

25

Monocular 3D detection based on self-learning region selection and edge focus

基于自学习区域选择与边缘聚焦的单目3D检测

Wang Xinwei

Zhang Youbing

Zhou Kui

monocular 3D detection

self-learning region selection

edge fusion

data augmentation

attention mechanism

No. 8, 2025 : 2552-2560 doi:10.19734/j.issn.1001-3695.2024.09.0439

26

Auxiliary task enhanced knowledge tracing method

辅助任务增强的知识追踪方法

Wang Changqing

Zhang Lei

Zhang Zhenguo

intelligent education

knowledge tracing

auxiliary task

attention mechanism

No. 7, 2025 : 2096-2102 doi:10.19734/j.issn.1001-3695.2024.10.0448

27

Autonomous ultrasound scanning method based on improved multimodal information fusion and deep reinforcement learning

基于改进型多模态信息融合深度强化学习的自主超声扫描方法

Xu Jiakai

Lu Qi

Li Xiangyun

Li Kang

autonomous ultrasound scanning

deep reinforcement learning(DRL)

multimodal

self-attention mechanism

DSAC-PERDP algorithm

No. 6, 2025 : 1624-1631 doi:10.19734/j.issn.1001-3695.2024.11.0476

28

Audio-visual segmentation network with multi-dimensional cross-attention fusion

多维度交叉注意力融合的视听分割网络

Li Fanfan

Zhang Yuanyuan

Zhang Yonglong

Zhu Junwu

audio-visual segmentation

multi-modal

contrastive learning

attention mechanism

No. 6, 2025 : 1656-1661 doi:10.19734/j.issn.1001-3695.2024.08.0369

29

Inductive relation prediction based on sentence Transformer and dual attention mechanism

基于句子转换和双注意力机制的归纳关系预测

Li Weijun

Liu Xueyang

Liu Shixia

Wang Ziyi

Ding Jianping

Su Yilei

knowledge graph(KG)

inductive relation prediction

sentence Transformer

dual attention mechanism

random walk pathfinding strategy

No. 6, 2025 : 1742-1748 doi:10.19734/j.issn.1001-3695.2024.11.0442

30

Contextual enhancement template for emergency event extraction via position-aware attention mechanism

融合混合提示与位置感知的突发事件抽取模型

Guo Jialiang

Wang Wei

Ju Jing

Wang Yafei

emergency events

event extraction

event element identification

prompt learning

attention mechanism

No. 6, 2025 : 1771-1777 doi:10.19734/j.issn.1001-3695.2024.10.0455

31

ARViTrans method for machine sound anomaly detection

一种用于机器声音异常检测的ARViTrans方法

Chen Long

Guo Fabin

Huang Xiaowei

Lu Yashi

anomaly detection

MobileViT

attention mechanism

residual connection

unsupervised

No. 6, 2025 : 1807-1814 doi:10.19734/j.issn.1001-3695.2024.10.0365

32

Graph neural recommendation algorithm with implicit relationship enhancement

隐式关系增强的图神经网络推荐算法

Xiong Zhongmin

Zhang Jun

graph neural network(GNN)

social recommendation

knowledge graph

metapath

attention mechanism

No. 5, 2025 : 1338-1344 doi:10.19734/j.issn.1001-3695.2024.09.0363

33

Preferential fusion with modality-wise attention mechanisms for fake news detection

基于优先融合与模态注意力机制的虚假新闻检测

Zhang Ting

Yuan Hu

Zhao Xiaobing

fake news detection

multi-modal feature fusion

preferential fusion mechanisms

deep learning

No. 5, 2025 : 1392-1400 doi:10.19734/j.issn.1001-3695.2024.10.0422

34

Aspect-oriented affective knowledge enhanced for aspect-based sentiment analysis

基于细粒度图像-方面的情感增强方面级情感分析

Yu Bengong

Chen Mingyue

multimodal aspect-based sentiment analysis

adjective-noun pairs

cross-modal attention mechanism

sentiment scores

modal fusion

No. 4, 2025 : 1073-1079 doi:10.19734/j.issn.1001-3695.2024.08.0294

35

Trajectory prediction method based on motion state

一种基于运动状态的轨迹预测方法

Gu Yifan

Mo Lei

trajectory prediction

motion state

attention mechanism

graph neural network(GNN)

No. 4, 2025 : 1080-1084 doi:10.19734/j.issn.1001-3695.2024.09.0295

36

Attention-driven feature separation method for personalized federated learning

注意力机制驱动的个性化联邦学习特征分离方法

Zhang Xiaoqin

Jin Xixing

Lu Yanjun

Cao Zeyu

data heterogeneity

attention mechanism

parameter separation

personalized federated learning

No. 4, 2025 : 1102-1107 doi:10.19734/j.issn.1001-3695.2024.09.0325

37

Scene text recognition based on multimodal feature fusion

基于多模态特征融合的场景文本识别

Cai Mingzhe

Wang Manli

Dou Zeya

Zhang Changsen

scene text

feature fusion

language model

attention mechanism

residual network

No. 4, 2025 : 1274-1280 doi:10.19734/j.issn.1001-3695.2024.05.0250

38

Legal text reading comprehension model based on multi-granularity enhancement and answer verification

基于多粒度增强和答案验证的法律文书阅读理解模型

Wang Jinglei

Xu Jian

legal text reading comprehension

multi-granularity encoding module

attention mechanism

answer verification mechanism

No. 3, 2025 : 700-707 doi:10.19734/j.issn.1001-3695.2024.09.0314

39

Points-of-interest recommendation based on spatial-temporal enhancement of sequence graph and geographical relationships

基于序列图时空增强与地理关系的兴趣点推荐

Liu Chao

Zhu Jun

point-of-interest recommendation

spatial-temporal information

geographical information

sequence information

attention mechanism

No. 3, 2025 : 755-761 doi:10.19734/j.issn.1001-3695.2024.08.0298

40

Short-term power load forecasting based on component-aware dynamic graph Transformer

基于分量感知动态图Transformer的短期电力负荷预测

Zhu Li

Gao Jingkai

Zhu Chunqiang

Deng Fan

short-term load forecasting

snow ablation optimizer

VMD

GNN relationship modeling

attention mechanism

No. 2, 2025 : 381-390 doi:10.19734/j.issn.1001-3695.2024.07.0231

41

Knowledge distillation based on dual-path projection layer and attention mechanism

基于双路径投影层和注意力机制的知识蒸馏

Zhou Qin

Fan Yongsheng

Sang Binbin

He Pan

knowledge distillation

model compression

image classification

attention mechanism

feature fusion

No. 2, 2025 : 413-418 doi:10.19734/j.issn.1001-3695.2024.07.0229

42

Hierarchical reinforcement learning knowledge reasoning method integrating Bi-LSTM and multi-head attention

融合Bi-LSTM与多头注意力的分层强化学习推理方法

Li Weijun

Liu Shixia

Liu Xueyang

Ding Jianping

Su Yilei

Wang Ziyi

knowledge reasoning

layered reinforcement learning

Bi-LSTM

multi-head attention mechanism

No. 1, 2025 : 71-77 doi:10.19734/j.issn.1001-3695.2024.06.0197

43

Knowledge graph completion method based on bipartite graphs and attention mechanism

基于双子图和注意力机制的知识图谱补全方法

Zhou Yue

Fan Yongsheng

Sang Binbin

Zhou Yan

complete knowledge graph

bipartite graph

attention mechanism

encoder

decoder

No. 1, 2025 : 93-99 doi:10.19734/j.issn.1001-3695.2024.06.0186

44

Deep reinforcement learning approach for solving takeout delivery problem

求解外卖配送问题的深度强化学习算法

Zhang Xuyang

Liu Yong

Ma Liang

takeout delivery

minimum ratio traveling salesman problem

deep reinforcement learning

multi-feature embedding

attention mechanism

No. 1, 2025 : 205-213 doi:10.19734/j.issn.1001-3695.2024.05.0179

45

Multiple UAVs formation control based on MIX-MAPPO

基于MIX-MAPPO算法的多无人机编队控制

Kang Jiajing

Wu Jiehong

multi-unmanned aerial vehicle formation

Menger sponge structure

attention mechanism

cluster control

formation keeping

No. 1, 2025 : 231-235 doi:10.19734/j.issn.1001-3695.2024.07.0207

46

Hand-focused reconstruction of monocular RGB clothed humans

单目RGB穿衣人体的手部精细化重建

Zhang Ji

Ren Zhipeng

Zhang Ronghua

Yuan Chao

Zhai Yongjie

Yu Zhengqin

hand reconstruction

clothed human

attention mechanism

dilated spiral convolution

deep geometry learning

No. 1, 2025 : 300-306 doi:10.19734/j.issn.1001-3695.2024.02.0112

47

Robust speech keyword spotting based on dual-branch fusion and time-frequency squeeze and excitation

基于双分支融合和时频压缩激励的鲁棒语音关键词识别

Zhang Tingting

Qiu Zepeng

Zhao Lasheng

Mao Jiaying

keyword spotting

dual-branch fusion

time-frequency squeeze & excitation

robust model

attention mechanism

No. 12, 2024 : 3658-3663 doi:10.19734/j.issn.1001-3695.2024.04.0121

48

Tumor segmentation based on multi-scale visual information and non-local target mining

基于多尺度视觉信息和非局部目标挖掘的肿瘤分割

Qiu Dandan

Ren Shumin

Zhang Qian

Ju Jianguo

Tu Huijuan

tumor segmentation

target mining

multi-scale fusion

attention mechanism

medical image processing

No. 12, 2024 : 3873-3880 doi:10.19734/j.issn.1001-3695.2024.01.0063

49

Distant supervision relation extraction based on multi-level attention mechanism and dynamic threshold

基于多层级注意力机制和动态阈值的远程监督关系抽取

Zhao Hongyan

Zhang Yinggang

Xie Binhong

distant supervision relation extraction

self-attention mechanism

dynamic threshold

pre-trained language model

noise reduction

No. 11, 2024 : 3288-3294 doi:10.19734/j.issn.1001-3695.2024.03.0083

50

Multi-feature multiple fusion sentiment classification model based on syntactic dependency and attention mechanism

基于句法依存和注意力机制的多特征多重融合情感分类模型

Xia Jiali

Yu Zikai

Deng Qingshan

Liu Dexi

Peng Wenzhong

Luo Wenjun

sentiment classification

online review

multi-feature multiple fusion

syntactic dependency

attention mechanism

No. 11, 2024 : 3295-3302 doi:10.19734/j.issn.1001-3695.2024.04.0104