Xinwang Liu

Professor
Doctoral Supervisor

GET IN TOUCH
Xinwang Liu Xinwang Liu

News

  • [July 16, 2024] Eight papers have been accepted by ACM Multimedia (ACM MM) 2024.
  • [July 16, 2024] "Regularized Instance Weighting Multi-View Clustering via Late Fusion Alignment" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [June 26, 2024] "Incomplete Multi-view Clustering Based on Consensus Information" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [June 16, 2024] "A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multi-Modal" has been accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI).
  • [May 22, 2024] "Improved Dual Correlation Reduction Network with Affinity Recovery" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [May 5, 2024] "Multiple Kernel Clustering with Adaptive Multi-scale Partition Selection" has been accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • [May 2, 2024] Three papers have been accepted by 41st International Conference on Machine Learning (ICML 2024).
  • [April 23, 2024] "Category Alignment Mechanism for Few-Shot Image Classification" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [April 16, 2024] "Application of Gradient Boosting in the Design of Fuzzy Rule-based Regression Models" has been accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • [April 15, 2024] "Symmetric Multi-view Subspace Clustering with Automatic Neighbor Discovery" has been accepted by IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT).
  • [April 9, 2024] "Layer Sequence Extraction of Optimized DNNs using Side-channel Information Leaks" has been accepted by IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD).
  • [April 7, 2024] "On the Consistency and Large-Scale Extension of Multiple Kernel Clustering" has been accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI).
  • [April 2, 2024] "Self-Supervised Temporal Graph Learning with Temporal and Structural Intensity Alignment." has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [March 21, 2024] "Fast Continual Multi-View Clustering with Incomplete Views" has been accepted by IEEE Transactions on Image Processing (IEEE TIP).
  • [March 12, 2024] "One-step Multi-view Clustering with Diverse Representation" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [February 27, 2024] One paper has been accepted by IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2024.
  • [January 30, 2024] "BGAE: Auto-encoding Multi-view Bipartite Graph Clustering" has been accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • [January 24, 2024] "Robust and Consistent Anchor Graph Learning for Multi-view Clustering" has been accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • [January 16, 2024] One paper has been accepted by The Twelfth International Conference on Learning Representations (ICLR) 2024.
  • [January 13, 2024] "SARF: Aliasing Relation Assisted Self-Supervised Learning for Few-shot Relation Reasoning" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [January 1, 2024] "Subgraph Propagation and Contrastive Calibration for Incomplete Multi-view Data Clustering" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [December 22, 2023] "Revisiting Initializing Then Refining: An Incomplete and Missing Graph Imputation Network" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [December 9, 2023] Five papers have been accepted by AAAI Conference on Artificial Intelligence (AAAI) 2024.
  • [December 6, 2023] "Fast Approximated Multiple Kernel K-means" has been accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • [November 11, 2023] "An Efficient Federated Multi-view Fuzzy C-Means Clustering Method" has been accepted by IEEE Transactions on Fuzzy Systems (IEEE TFS).
  • [November 11, 2023] "RARE: Robust Masked Graph Autoencoder" has been accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • [November 9, 2023] "Sparse Low-rank Multi-view Subspace Clustering with Consensus Anchors and Unified Bipartite Graph" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [October 18, 2023] Two papers have been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [October 8, 2023] "Spatial and Spectral Structure Preserved Self-representation for Hyperspectral Band Selection" has been accepted by IEEE Transactions on Geoscience and Remote Sensing (IEEE TGARS).
  • [October 2, 2023] "Partial Clustering Ensemble" has been accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • [September 30, 2023] "SAMCL: Subgraph-Aligned Multi-View Contrastive learning for Graph Anomaly Detection" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [September 24, 2023] "Multi-view Spectral Clustering based on Consensus Neighbor Strategy" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [September 22, 2023] Two papers have been accepted by 37th Conference on Neural Information Processing Systems (NeurIPS 2023).
  • [September 3, 2023] "How to Construct Corresponding Anchors for Incomplete Multiview Clustering" has been accepted by IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT).
  • [August 31, 2023] "ARISE: Graph Anomaly Detection on Attributed Networks via Substructure Awareness" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [August 29, 2023] "Iterative Deep Structural Graph Contrast Clustering for Multi-view Raw Data" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [August 27, 2023] "Improving Embedding Generalization in Few-Shot Learning with Instance Neighbor Constraints" has been accepted by IEEE Transactions on Image Processing (IEEE TIP).
  • [August 7, 2023] "Object Detection in Hyperspectral Image via Unified Spectral-Spatial Feature Aggregation" has been accepted by IEEE Transactions on Geoscience and Remote Sensing (IEEE TGARS).
  • [July 26, 2023] Eight papers have been accepted by ACM Multimedia (ACM MM) 2023.
  • [July 26, 2023] "Video Anomaly Detection via Visual Cloze Tests" has been accepted by IEEE Transactions on Information Forensics & Security (IEEE TIFS).
  • [July 18, 2023] "Cross-view Topology Based Consistent and Complementary Information for Deep Multi-view Clustering" has been accepted by IEEE International Conference on Computer Vision (ICCV) 2023.
  • [July 11, 2023] "Hierarchically Contrastive Hard Sample Mining for Graph Self-supervised Pre-training" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [June 12, 2023] "Unpaired Multi-View Graph Clustering with Cross-View Structure Matching" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [June 12, 2023] "Regularized Simple Multiple Kernel K-means with Kernel Average Alignment" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [June 1, 2023] "Knowledge Graph Contrastive Learning based on Relation-Symmetrical Structure" has been accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • [April 25, 2023] Two papers have been accepted by The Fortieth International Conference on Machine Learning (ICML 2023).
  • [April 22, 2023] "Simple Contrastive Graph Clustering" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [April 8, 2023] "Multi-view Bipartite Graph Clustering with Coupled Noisy Feature Filter" has been accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • [April 5, 2023] "Learn from Relational Correlations and Periodic Events for Temporal Knowledge Graph Reasoning" has been accepted by The 46th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR).
  • [March 27, 2023] "Missingness-pattern-adaptive Learning with Incomplete Data" has been accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI).
  • [March 2, 2023] "Contrastive Multi-view Kernel Learning" has been accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI).
  • [March 1, 2023] "Active Clustering Ensemble with Self-paced Learning" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [February 28, 2023] "Deep Incomplete Multi-view Clustering with Cross-view Partial Sample and Prototype Alignment" has been accepted by IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2023.
  • [February 23, 2023] "Robust Multi-view Clustering through Partition Integration on Stiefel Manifold" has been accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • [February 7, 2023] "Task-Related Saliency for Few-Shot Image Classification" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [December 31, 2022] "Lightweight Remote Sensing Change Detection with Progressive Feature Aggregation and Supervised Attention" has been accepted by IEEE Transactions on Geoscience and Remote Sensing (IEEE TGARS).
  • [December 24, 2022] "Hyperparameter-Free Localized Simple Multiple Kernel K-means with Global Optimum" has been accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI).
  • [December 22, 2022] Served as an "Associate Editor" of IEEE Transactions on Cybernetics (TCYB).
  • [December 21, 2022] "Late Fusion Multi-view Clustering via Min-Max Optimization" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [December 18, 2022] "Multi-view Fuzzy Classification with Subspace Clustering and Information Granules" has been accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • [November 19, 2022] Four papers have been accepted by AAAI Conference on Artificial Intelligence (AAAI) 2023.
  • [November 2, 2022] "Fast Incomplete Multi-view Clustering with View-independent Anchors" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [November 1, 2022] "Deep Fusion Clustering Network with Reliable Structure Preservation" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [September 16, 2022] "Semantic Instance Segmentation with discriminative deep supervision for medical images" has been accepted by Medical Image Analysis.
  • [September 15, 2022] Three papers have been accepted by 36th Conference on Neural Information Processing Systems (NeurIPS 2022).
  • [August 10, 2022] "SimpleMKKM: Simple Multiple Kernel K-means" has been accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI).
  • [July 5, 2022] "E3Outlier: A Self-supervised Framework for Unsupervised Deep Outlier Detection" has been accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI).
  • [June 30, 2022] Five papers have been accepted by ACM Multimedia (MM) 2022.
  • [June 20, 2022] "Interpolation-based Contrastive Learning for Few-Label Semi-Supervised Learning" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [June 18, 2022] "Region-aware Hierarchical Latent Feature Representation Learning Guided Clustering for Hyperspectral Band Selection" has been accepted by IEEE Transactions on Cybernetics (IEEE TCYB).
  • [June 12, 2022] "Local Sample-weighted Multiple Kernel Clustering with Consensus Discriminative Graph" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [June 11, 2022] "Multi-view Deep Anomaly Detection: A Systematic Exploration" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [May 11, 2022] Be assigned as an organizer of workshop "Multi-view Learning and Its Applications in Computer Vision" in Asian Conference on Computer Vision 2022 (ACCV 2022).
  • [May 03, 2022] "Unified One-step Multi-view Spectral Clustering" has been accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • [Apr. 28, 2022] "Parameter-Free and Scalable Incomplete Multi-view Clustering with Prototype Graph" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [Apr. 27, 2022] "Oversampling with Reliably Expanding Minority Class Regions for Imbalanced Data Learning" has been accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • [Apr. 22, 2022] Two papers have been accepted by International Joint Conference on Artificial Intelligence (IJCAI) 2022.
  • [Mar 2, 2022] Three papers have been accepted by IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2022.
  • [Jan 10, 2022] "High-order Correlation Preserved Incomplete Multi-view Subspace Clustering" has been accepted by IEEE Transactions on Image Processing (IEEE TIP).
  • [Dec 23, 2021] "Design and Analysis of a Self-Adaptive Zeroing Neural Network for Solving Time-Varying Quadratic Programming" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [Dec 10, 2021] "Late Fusion Multiple Kernel Clustering with Local Kernel Alignment Maximization" has been accepted by IEEE Transactions on Multimedia (IEEE TMM).
  • [Dec 1, 2021] Four papers have been accepted by AAAI Conference on Artificial Intelligence (AAAI) 2022.
  • [Nov 23, 2021] "Fast Parameter-free Multi-view Subspace Clustering with Consensus Anchor Guidance" has been accepted by IEEE Transactions on Image Processing (IEEE TIP).
  • [Nov 07, 2021] "Localized Incomplete Multiple Kernel k-means with Matrix-induced Regularization" has been accepted by IEEE Transactions on Cybernetics (IEEE TCYB).
  • [Oct 05, 2021] Served as "Associated Editor" of IEEE TNNLS.
  • [Sep. 28, 2021] "Incomplete Multiple Kernel Alignment Maximization for Clustering" has been accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI).
  • [Sep. 26, 2021] "Late Fusion Multiple Kernel Clustering with Proxy Graph Refinement" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [August 25, 2021] "Platform-Oriented Event Time Allocation" has been accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • [July 23, 2021] Two papers have been accepted by IEEE International Conference on Computer Vision (ICCV) 2021.
  • [July 4, 2021] Four papers have been accepted by ACM Multimedia (MM) 2021.
  • [June 26, 2021] "Multiple Kernel Clustering with Compressed Subspace Alignment" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [June 16, 2021] "A Self-Supervised Gait Encoding Approach with Locality-Awareness for 3D Skeleton Based Person Re-Identification" has been accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI).
  • [May 22, 2021] "Projective Multiple Kernel Subspace Clustering" has been accepted by IEEE Transactions on Multimedia (IEEE TMM).
  • [May 08, 2021] "One Pass Late Fusion Multi-view Clustering" has been accepted by ICML-2021 (International Conference on Machine Learning).
  • [April 29, 2021] "Hyperspectral Band Selection via Spatial-Spectral Weighted Region-wise Multiple Graph Fusion-Based Spectral Clustering" has been accepted by IJCAI-21 (the 30th International Joint Conference on Artificial Intelligence).
  • [Mar 25, 2021] "Multi-view Subspace Clustering via Co-training Robust Data Representation" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [Mar 23, 2021] "Consensus Graph Learning for Multi-view Clustering" has been accepted by IEEE Transactions on Multimedia (IEEE TMM).
  • [Dec 16, 2020] "Cross-view Locality Preserved Diversity and Consensus Learning for Multi-view Unsupervised Feature Selection" has been accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • [Dec 16, 2020] "Consensus One-step Multi-view Subspace Clustering" has been accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • [Dec 2, 2020] "Hierarchical Multiple Kernel Clustering" has been accepted by AAAI2021.
  • [Dec 2, 2020] "Deep Fusion Clustering Network" has been accepted by AAAI2021.
  • [Dec 2, 2020] "Neighborhood Consensus Networks for Unsupervised Multi-view Outlier Detection" has been accepted by AAAI2021.
  • [Dec 1, 2020] "A Variable-Parameter Noise-Tolerant Zeroing Neural Network for Time-Variant Matrix Inversion with Guaranteed Robustness" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [Sep 14, 2020] "Multi-View Spectral Clustering with High-Order Optimal Neighborhood Laplacian Matrix" has been accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • [July 31, 2020] "Optimal Neighborhood Multiple Kernel Clustering with Adaptive Local Kernels" has been accepted by IEEE Transactions on Knowledge and Data Engineering (IEEE TKDE).
  • [July 26, 2020] "Defusionnet: Defocus Blur Detection via Recurrently Fusing and Refining Multi-scale Deep Features" has been accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI).
  • [July 9, 2020] Served as an "Editorial Board Member" with Information Fusion.
  • [April 20, 2020] "Joint Multi-view 2D Convolutional Neural Networks for 3D Object Classification" has been accepted by IJCAI 2020.
  • [April 11, 2020] Promoted to be "IEEE Senior member".
  • [March 29, 2020] "Self-paced Clustering Ensemble" has been accepted by IEEE Transactions on Neural Networks and Learning Systems (IEEE TNNLS).
  • [March 17, 2020] "BR2Net: Defocus Blur Detection via Bi-directional Channel Attention Residual Refining Network" has been accepted by IEEE Transactions on Multimedia (IEEE TMM).
  • [February 13, 2020] "Efficient and Effective Regularized Incomplete Multi-view Clustering" has been accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI).