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Tianrui Li

Southwest Jiaotong University

No. 111, Sec. North 1, Er-Huan Rd.

Chengdu

Chengdu, 610031

China

SCHOLARLY PAPERS

29

DOWNLOADS

1,890

TOTAL CITATIONS

1

Scholarly Papers (29)

1.

Fusion-Enhanced Multi-Label Feature Selection with Sparse Supplementation

Number of pages: 18 Posted: 09 Aug 2024
Southwestern University of Finance and Economics (SWUFE), Southwestern University of Finance and Economics (SWUFE), Southwestern University of Finance and Economics (SWUFE), affiliation not provided to SSRN, Nantong University and Southwest Jiaotong University
Downloads 243 (313,926)

Abstract:

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Feature selection, Sparse supplementation, Multi-label learning, Norm fusion, Classification.

2.

Multi-Scale Feature Enhanced Spatio-Temporal Learning for Traffic Flow Forecasting

Number of pages: 31 Posted: 17 Feb 2024
Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University and Southwest Jiaotong University
Downloads 222 (348,255)
Citation 1

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traffic flow forecasting, spatio-temporal dependencies, feature enhancement, attention mechanism, graph neural network

3.

Neighbor Embedding Graph Model for Clustering Ensemble

Number of pages: 14 Posted: 06 Jan 2024
Guangxi University of Science and Technology, Guangxi University of Science and Technology, Southwest Jiaotong University, Guangxi University of Science and Technology and Southwest Jiaotong University
Downloads 197 (386,064)

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Clustering, clustering ensemble, Machine Learning, neighbor embedding graph model

4.

A Multi-Source Information Fusion Model for Outlier Detection

Number of pages: 18 Posted: 08 Aug 2022
Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University and Southwest Jiaotong University
Downloads 141 (530,816)

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Multi-source information fusion, information set, Fuzzy set, Gaussian kernel function, fuzzy knowledge measure, Outlier detection

5.

Feature Selection for Label Distribution Learning Based on Neighborhood Fuzzy Rough Sets

Number of pages: 16 Posted: 07 Aug 2024
Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University, Sichuan University and affiliation not provided to SSRN
Downloads 101 (689,572)

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neighborhood fuzzy rough sets, Feature Selection, fuzzy equivalence relation, label distribution learning.

6.

Ha-Gcen: Hyperedge-Abundant Graph Convolutional Enhanced Network for Hate Speech Detection

Number of pages: 36 Posted: 27 Dec 2023
Sichuan University, Sichuan University, Southwest Jiaotong University, Sichuan University and Sichuan University
Downloads 95 (742,061)

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Hate speech detection, hypergraph, Online social networks, Graph neural networks

7.

Deepwind: A Heterogeneous Spatio-Temporal Model for Wind Forecasting

Number of pages: 24 Posted: 07 Dec 2023
Ocean University of China, Ocean University of China, Ocean University of China, Southwest Jiaotong University, Ocean University of China, Ocean University of China and Southwest Jiaotong University
Downloads 94 (753,595)

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Deep learning, wind forecasting, NWP correction, multi-criteria evaluation

8.

Differentially Private Federated Learning with Adaptive Noise Mechanism and Sharpness-Aware Minimization

Number of pages: 15 Posted: 01 May 2025
Kunming University of Science and Technology, Kunming University of Science and Technology, affiliation not provided to SSRN, Kunming University of Science and Technology, Southwest Jiaotong University, Southwest Jiaotong University, FernUniversität in Hagen and FernUniversität in Hagen
Downloads 70 (891,180)

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federated learning, differential privacy, Adaptive noise mechanism, Adaptive sharpness-aware minimization.

9.

STFAR: Test-Time Adaptive Object Detection through Self-Training and Feature Alignment Regularization

Number of pages: 22 Posted: 25 Dec 2025
Southwest Jiaotong University, South China University of Technology, South China University of Technology, South China University of Technology, Agency for Science, Technology and Research (A*STAR) - Institute for Infocomm Research, Southwest Jiaotong University, affiliation not provided to SSRN, Southwest Jiaotong University, Agency for Science, Technology and Research (A*STAR) - Institute for Infocomm Research and Agency for Science, Technology and Research (A*STAR) - Institute for Infocomm Research
Downloads 67 (961,006)

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Object detection, Test-Time Adaptation, Feature alignment, Contrastive Learning

10.

Noise-Aware and Correlation Analysis Based for Fuzzy-Rough Feature Selection

Number of pages: 14 Posted: 01 Mar 2023
affiliation not provided to SSRN, Chengdu University, Southwest Jiaotong University, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 66 (907,769)

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Robust Feature Selection, Correlation Analysis, Fuzzy-rough Set, Fuzzy Dependency Function, Hybrid Fuzzy

11.

Jtfnet: A Joint Time-Frequency Domain Network for Multivariate Time Series Forecasting

Number of pages: 31 Posted: 25 Mar 2025
Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University and Southwest Jiaotong University
Downloads 63 (970,490)

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Time series forecasting, Frequency domain analysis, Deep learning, Adaptive filtering, Patch Attention

12.

Task-Aware Prompt-Enhanced Knowledge Transfer for Open-World Continual Learning

Number of pages: 35 Posted: 26 Nov 2025
affiliation not provided to SSRN, affiliation not provided to SSRN, Southwestern University of Finance and Economics (SWUFE), Sichuan University, Leiden University, Southwest Jiaotong University and Southwestern University of Finance and Economics (SWUFE)
Downloads 61 (951,658)

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Open-world continual learning, knowledge transfer, continual learning, prompt learning, open detection.

13.

Astgnns: A Graph Neural Network Model Integrated Simplified Logical Formula Graph Representation for Premise Selection

Number of pages: 15 Posted: 07 May 2024
Southwest Jiaotong University, Southwest Jiaotong University, Southwestern University of Finance and Economics (SWUFE), Shandong Jianzhu University, Ulster University, University of Jaén - Department of Computer Science and Southwest Jiaotong University
Downloads 52 (1,041,696)

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Premise selection, Graph similarity, Graph representation, Graph neural network, SAGpool-Term-Walk

Rotation-guided low-rank isolation for noise identification in partial multi-label learning

Number of pages: 29 Posted: 22 May 2026
Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University, Asia University and Southwest Jiaotong University
Downloads 3 (1,664,434)

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Partial multi-label learning, Noise disambiguation, Low-rank constraint, Rotation

15.

Competitive firm prediction: a novel heterogeneous  graph sampledweighted attention network

Number of pages: 26 Posted: 27 Nov 2025
Xiaoqing Ye, Dun Liu and Tianrui Li
Southwest Jiaotong University, Southwest Jiaotong University and Southwest Jiaotong University
Downloads 48 (1,109,210)

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Competitive relationship mining, heterogeneous information network, graphrepresentation learning

16.

Tensorial multi-view subspace clustering with nonlocal smoothness

Number of pages: 29 Posted: 08 Dec 2025
Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University, Asia University and Southwest Jiaotong University
Downloads 45 (1,157,785)

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Tensorial multi-view clustering, Nonlocal smoothness, Low-rank tensor representation, Subspace clustering.

17.

Robust clean hypergraph for incomplete multi-view clustering

Number of pages: 34 Posted: 13 Sep 2025
Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University, Sichuan University, Southwest Jiaotong University, Asia University and Southwest Jiaotong University
Downloads 45 (1,133,231)

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Incomplete multi-view clustering, Auto-weighted mechanism, Clean hypergraph, Tensor low-rank constraint

18.

Partial multi-label learning with guided feature tree and high-order label graph

Number of pages: 29 Posted: 06 Dec 2025
Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University, Asia University and Southwest Jiaotong University
Downloads 44 (1,170,409)

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Partial multi-Label learning, High-order label correlation, Negative label, Hypergraph

19.

Knowledge Graph Transformer-Based Collaborative Attention Network for Online Doctor Recommendation

Number of pages: 18 Posted: 03 Sep 2025
Xiaoqing Ye, Dun Liu and Tianrui Li
Southwest Jiaotong University, Southwest Jiaotong University and Southwest Jiaotong University
Downloads 42 (1,157,785)

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Doctor recommendation, Graph neural network, knowledge graph embedding.

20.

Unsupervised Feature Selection Via Discriminative K-Means and Adaptive Graph Learning

Number of pages: 26 Posted: 22 Mar 2025
Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University, Sichuan University, Asia University and Southwest Jiaotong University
Downloads 38 (1,222,651)

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Unsupervised feature selection, Discriminative k-means, Adaptive graph, Weighted pseudo-label matrix, Dependency score

21.

Reward-Adaptive Backtracking  Generative Flow Network

Number of pages: 20 Posted: 18 Mar 2025
Shuai Guo, Jielei Chu, Lin Ma, Zhaoyu Li and Tianrui Li
Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University and Southwest Jiaotong University
Downloads 38 (1,222,651)

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Generative Flow Networks, Reward Adaptation, Molecular Optimization, Reinforcement learning, generative models

22.

An Unsupervised Outlier Detection Method Based on Fuzzy Multi-Sequence Granular-Ball

Number of pages: 23 Posted: 20 Feb 2026
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, Zhejiang Normal University, Southwest Jiaotong University and Guangdong University of Technology
Downloads 32 (1,345,526)

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Granular-ball computing, Multi-sequence, Unsupervised outlier detection, Fuzzy information granulation, Information Fusion

23.

One-Pass Multi-View Clustering Based on Adaptive Multiple Projection Regression and Graph Learning

Number of pages: 21 Posted: 16 May 2025
Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University, Sichuan University, Asia University and Southwest Jiaotong University
Downloads 28 (1,385,945)

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Multi-View Clustering, Spectral embedding, Spectral rotation, Adaptive graph learning

24.

Multi-Objective Feature Selection Using PSO with Rough Hypercuboid Approach

Number of pages: 23 Posted: 21 Mar 2026
Jin Cao, Chuan Luo, Hongmei Chen and Tianrui Li
Sichuan University, Southwest Jiaotong University, Southwest Jiaotong University and Southwest Jiaotong University
Downloads 17 (1,491,251)

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Feature selection, Multi-objective optimization, Rough hypercuboid, Particle swarm optimization

25.

Cross-view collaborative learning and flexible embedding representation for unsupervised multi-view feature selection

Number of pages: 22 Posted: 24 Feb 2026
Southwest Jiaotong University, Southwest Jiaotong University, Sichuan University, Chongqing Normal University, Southwest Jiaotong University and Southwest Jiaotong University
Downloads 16 (1,509,872)

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Multi-view unsupervised feature selection, cross-view information, flexible embedding, cross-view collaborating

26.

Robust sparse multi-label feature selection via NMF structure preservation with fuzzy mutual information for exploring correlations

Number of pages: 30 Posted: 17 Mar 2026
Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University, Sichuan University and Southwest Jiaotong University
Downloads 9 (1,555,090)

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Multi-label feature selection, Fuzzy mutual information, Non-negative matrix factorization, Adaptivegraph learning, Structure preservation, Error absorption

27.

Semantic-Logic Dual-Path Fusion for LLM Rumor Detection: Structural Causal Modeling and Dual-Constraint Feature Graphs

Number of pages: 19 Posted: 09 Jun 2026
Sichuan University, Sichuan University, Sichuan University, Sichuan University, Sichuan University and Southwest Jiaotong University
Downloads 7

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Causal Inference, Structural causal model, Feature graph, Large language models, Rumor detection

28.

Dual consensus graph with low-rank constraint for multi-view clustering

Number of pages: 27 Posted: 10 Jul 2026
Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University, Sichuan University, Asia University and Southwest Jiaotong University
Downloads 3

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Multi-view clustering, Subspace clustering, Graph learning, Consensus graph, Tensor nuclear norm.

29.

Efficient feature selection based on bounded approximate entropy

Number of pages: 24 Posted: 10 Apr 2026
affiliation not provided to SSRN, Southwest Jiaotong University, Southwest Jiaotong University, Southwest Jiaotong University, Sichuan University and Sichuan University - Machine Intelligence Laboratory
Downloads 3 (1,584,314)

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Feature Selection, uncertainty measure, fuzzy rough set, bounded approximate entropy, granular computing