output
20042026
most citedCatalogue of Topological Electronic Materials

921 citations

Showing cs.LGShow all

12 papers · 1 filter

cs.LG2025★ 2 cited

Enhancing Job Salary Prediction with Disentangled Composition Effect Modeling: A Neural Prototyping Approach

Yang Ji, Ying Sun, Hengshu Zhu

In the era of the knowledge economy, understanding how job skills influence salary is crucial for promoting recruitment with competitive salary systems and aligned salary expectati…

cs.LG2025★ 9 cited

A Comprehensive Survey on Self-Interpretable Neural Networks

Yang Ji, Ying Sun, Yuting Zhang +7

Neural networks have achieved remarkable success across various fields. However, the lack of interpretability limits their practical use, particularly in critical decision-making s…

cs.LG2024★ 9 cited

Fire-Image-DenseNet (FIDN) for predicting wildfire burnt area using remote sensing data

Bo Pang, Sibo Cheng, Yuhan Huang +5

Predicting the extent of massive wildfires once ignited is essential to reduce the subsequent socioeconomic losses and environmental damage, but challenging because of the complexi…

cs.LG2024★ 1 cited

DATTA: Domain Diversity Aware Test-Time Adaptation for Dynamic Domain Shift Data Streams

Chuyang Ye, Dongyan Wei, Zhendong Liu +5

Test-Time Adaptation (TTA) addresses domain shifts between training and testing. However, existing methods assume a homogeneous target domain (e.g., single domain) at any given tim…

cs.LG2024★ 18 cited

Inductive Graph Alignment Prompt: Bridging the Gap between Graph Pre-training and Inductive Fine-tuning From Spectral Perspective

Yuchen Yan, Peiyan Zhang, Zheng Fang +1

The "Graph pre-training and fine-tuning" paradigm has significantly improved Graph Neural Networks(GNNs) by capturing general knowledge without manual annotations for downstream ta…

cs.LG2023★ 337 cited

A Comprehensive Survey on Deep Graph Representation Learning

Wei Ju, Zheng Fang, Yiyang Gu +13

Graph representation learning aims to effectively encode high-dimensional sparse graph-structured data into low-dimensional dense vectors, which is a fundamental task that has been…

cs.LG2022★ 72 cited

Spatial-Temporal Sequential Hypergraph Network for Crime Prediction with Dynamic Multiplex Relation Learning

Lianghao Xia, Chao Huang, Yong Xu +4

Crime prediction is crucial for public safety and resource optimization, yet is very challenging due to two aspects: i) the dynamics of criminal patterns across time and space, cri…

cs.LG2021★ 1 cited

Expert Knowledge-Guided Length-Variant Hierarchical Label Generation for Proposal Classification

Meng Xiao, Ziyue Qiao, Yanjie Fu +2

To advance the development of science and technology, research proposals are submitted to open-court competitive programs developed by government agencies (e.g., NSF). Proposal cla…

cs.LG2021★ 2 cited

Data Augmentation for Graph Convolutional Network on Semi-Supervised Classification

Zhengzheng Tang, Ziyue Qiao, Xuehai Hong +4

Data augmentation aims to generate new and synthetic features from the original data, which can identify a better representation of data and improve the performance and generalizab…

cs.LG2019★ 120 cited

Joint Ranking SVM and Binary Relevance with Robust Low-Rank Learning for Multi-Label Classification

Guoqiang Wu, Ruobing Zheng, Yingjie Tian +1

Multi-label classification studies the task where each example belongs to multiple labels simultaneously. As a representative method, Ranking Support Vector Machine (Rank-SVM) aims…

cs.LG2017★ 83 cited

Stochastic Conjugate Gradient Algorithm with Variance Reduction

Xiao-Bo Jin, Xu-Yao Zhang, Kaizhu Huang +1

Conjugate gradient (CG) methods are a class of important methods for solving linear equations and nonlinear optimization problems. In this paper, we propose a new stochastic CG alg…

cs.LG2014★ 11 cited

Heterogeneous Metric Learning with Content-based Regularization for Software Artifact Retrieval

Liang Wu, Hui Xiong, Liang Du +6

The problem of software artifact retrieval has the goal to effectively locate software artifacts, such as a piece of source code, in a large code repository. This problem has been…