Qibin Zhao 研究室

主宰者：Qibin Zhao

理化学研究所・RIKEN Center for Advanced Intelligence Project

AI 要約（直近 5 年の研究成果）

Qibin Zhao研究室は、**多次元データの効率的な処理と表現学習**を中心に研究を展開しています。特にテンソル（3次元以上の多次元配列）の分解・補完技術に注力し、画像・動画・脳信号など様々なデータから低次元構造を抽出する手法を開発しています。テンソル分解は従来の行列分解よりも多くの相互関係を保持できるため、実際のデータが持つ複雑な構造をより忠実に捉えられることが特徴です。同時に、機械学習モデルの**堅牢性と安全性の向上**にも取り組んでいます。非負値行列因数分解や生成モデル、グラフニューラルネットワークに対する攻撃手法の分析と防御方法の研究を行い、敵対的な摂動に強い学習システムの構築を目指しています。また、拡散モデルなどの生成モデルをMRI画像処理やテキスト・画像の多モーダル解析に活用する研究も進めています。さらに、**フェデレーション学習による分散学習**や、脳信号と視覚情報の統合処理、多属性データの教師なし学習など、現実的な応用を想定した課題に取り組んでいます。これらの研究は、IoT・6G環境でのプライバシー保護、医療診断支援、感情認識といった社会的に重要な問題の解決に貢献することを目指しています。

※ AI（Claude）が、公開されている論文要旨から研究の問い・手法・主要な発見を事実情報として抽出・再構成して自動生成しています。誤りを含む可能性があるため、正確性は研究室公式情報でご確認ください。

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研究成果（101 件）

[2026] Redundancy-Aware External Signal Learning for Image Clustering
DOI: https://doi.org/10.1109/tsmc.2026.3695898
[2025] Unsupervised coefficient learning framework for variational pansharpening
DOI: https://doi.org/10.1016/j.inffus.2025.103790
[2025] Brain-Machine Enhanced Intelligence for Semi-Supervised Facial Emotion Recognition
DOI: https://doi.org/10.1109/taffc.2025.3607025
[2025] Tensorized Non-Negative Multi-Attribute Subspace Clustering
DOI: https://doi.org/10.1109/tetci.2025.3634722
[2025] EpilepsyLLM: Fine-tuning large language models for Japanese epilepsy knowledge representation
DOI: https://doi.org/10.36922/aih025180042
[2025] Efficient and compact tensor wheel decomposition for tensor completion
DOI: https://doi.org/10.1016/j.patcog.2025.112377
[2025] MCMFL: Monte-Carlo-Dropout-Based Multimodal Federated Learning for Giant Models in 6G Symbiotic Internet of Things
DOI: https://doi.org/10.1109/jiot.2025.3589607
[2025] Adversarial guided diffusion models for adversarial purification
DOI: https://doi.org/10.1016/j.neunet.2025.107705
[2025] A Robust Aggregation of Federated Large Language Models for Multimodal Knowledge Discovery in Computational Social Systems
DOI: https://doi.org/10.1109/tcss.2025.3575623
[2025] Hyperspectral Pansharpening via Diffusion Models with Iteratively Zero-Shot Guidance
DOI: https://doi.org/10.1109/cvpr52734.2025.01182

続きを表示（残り 91 件）

[2025] Towards spatio-temporal representation learning for EEG classification in motor imagery-based BCI system
DOI: https://doi.org/10.1016/j.knosys.2025.113801
[2025] Unified multimodal multidomain polymer representation for property prediction
DOI: https://doi.org/10.1038/s41524-025-01652-z
[2025] Kernel Bayesian tensor ring decomposition for multiway data recovery
DOI: https://doi.org/10.1016/j.neunet.2025.107500
[2025] Low-Rank, High-Order Tensor Completion via t- Product-Induced Tucker (tTucker) Decomposition
DOI: https://doi.org/10.1162/neco_a_01756
[2025] An information-theoretic approach for heterogeneous differentiable causal discovery
DOI: https://doi.org/10.1016/j.neunet.2025.107417
[2025] RaLo: Rank-aware low-rank adaptation for pre-trained foundation models
DOI: https://doi.org/10.1016/j.neunet.2025.108423
[2025] STEPS: Sequential Probability Tensor Estimation for Text-to-Image Hard Prompt Search
DOI: https://doi.org/10.1109/cvpr52734.2025.02667
[2025] Fine-grained Semantic Disentanglement Network for Multimodal Sarcasm Analysis
DOI: https://doi.org/10.1145/3722558
[2025] Application of Self-Supervised Autonomous Agent Framework With Growing Scheme for Digital Transformation of Elder/Existed Well Potentials Discovery
DOI: https://doi.org/10.2523/iptc-24776-ms
[2025] Multi-view subspace tensorization with attentive clustering embedding
DOI: https://doi.org/10.1016/j.neunet.2025.108344
[2025] Scalable and verifiable quantum secret sharing with photonic efficiency via quasicausal cones in the multiscale entanglement renormalization ansatz framework
DOI: https://doi.org/10.1103/physreva.111.022603
[2025] Are Diffusion Models Effective Good Feature Extractors for MRI Discriminative Tasks?
DOI: https://doi.org/10.2463/mrms.mp.2024-0206
[2025] Low-Rank and Relaxed-Nonnegative Attack on Nonnegative Matrix Factorization
DOI: https://doi.org/10.1109/jiot.2025.3596082
[2025] Application Of Self-supervised Autonomous Agent Framework With Growing Scheme For Digital Transformation Of Elder/Existed Well Potentials Discovery
DOI: https://doi.org/10.2139/ssrn.5452074
[2024] TendiffPure: a convolutional tensor-train denoising diffusion model for purification
DOI: https://doi.org/10.1631/fitee.2300392
[2024] Sources analysis and risk assessment of heavy metals in soil in a polymetallic mining area in southeastern Hubei based on Monte Carlo simulation
DOI: https://doi.org/10.1016/j.ecoenv.2024.117607
[2024] Unifying complete and incomplete multi-view clustering through an information-theoretic generative model
DOI: https://doi.org/10.1016/j.neunet.2024.106901
[2024] Application of Self-Supervised Autonomous Agent Framework for Digital Transformation of Elder Well Potentials Discovery
DOI: https://doi.org/10.2118/223028-ms
[2024] Simulation of Environmental Damage Assessment Model in Mining Area Based on Deep Convolutional Neural Network Algorithm
DOI: https://doi.org/10.1109/peeec63877.2024.00068
[2024] Consistency and Diversity Induced Tensorized Multi-View Subspace Clustering
DOI: https://doi.org/10.1109/tetci.2024.3412999
[2024] Propagation measurement for visually thin fatigue crack using homography mapping error and digital image correlation
DOI: https://doi.org/10.1016/j.ymssp.2024.111628
[2024] Towards efficient and accurate approximation: tensor decomposition based on randomized block Krylov iteration
DOI: https://doi.org/10.1007/s11760-024-03315-w
[2024] TSFAN: tensorized spatial-frequency attention network with domain adaptation for cross-session EEG-based biometric recognition
DOI: https://doi.org/10.1088/1741-2552/ad5761
[2024] Balanced Unfolding Induced Tensor Nuclear Norms for High-Order Tensor Completion
DOI: https://doi.org/10.1109/tnnls.2024.3373384
[2024] Bayesian tensor network structure search and its application to tensor completion
DOI: https://doi.org/10.1016/j.neunet.2024.106290
[2024] Generalized latent multi-view clustering with tensorized bipartite graph
DOI: https://doi.org/10.1016/j.neunet.2024.106282
[2024] Towards Multi-Mode Outlier Robust Tensor Ring Decomposition
DOI: https://doi.org/10.1609/aaai.v38i13.29389
[2024] Efficient Nonparametric Tensor Decomposition for Binary and Count Data
DOI: https://doi.org/10.1609/aaai.v38i14.29456
[2024] Hierarchical Attacks on Large-Scale Graph Neural Networks
DOI: https://doi.org/10.1109/icassp48485.2024.10448076
[2024] Generalized Tensor Decomposition for Understanding Multi-Output Regression under Combinatorial Shifts
DOI: https://doi.org/10.52202/079017-1508
[2024] An automated measurement method for the fatigue crack propagation based on decorrelated digital image correlation
DOI: https://doi.org/10.1016/j.ijfatigue.2024.108265
[2024] Research on the Temperature Distribution in Electrically Heated Offshore Heavy Oil Wellbores
DOI: https://doi.org/10.3390/en17050995
[2024] Tensor Robust Kernel PCA for Multidimensional Data
DOI: https://doi.org/10.1109/tnnls.2024.3356228
[2024] Experimental study on the effect of quaternary ammonium salt + monoethylene glycol compound to methane hydrate agglomeration in oil-water system
DOI: https://doi.org/10.1016/j.heliyon.2024.e25142
[2024] A Novel Tensor Ring Sparsity Measurement for Image Completion
DOI: https://doi.org/10.3390/e26020105
[2024] Visual-Guided Dual-Spatial Interaction Network for Fine-Grained Brain Semantic Decoding
DOI: https://doi.org/10.1109/tim.2024.3480232
[2023] Hyperspectral Image Denoising via Nonlocal Spectral Sparse Subspace Representation
DOI: https://doi.org/10.1109/jstars.2023.3281808
[2023] Temperature Field Study of Offshore Heavy Oil Wellbore with Coiled Tubing Gas Lift-Assisted Lifting
DOI: https://doi.org/10.1155/2023/8936092
[2023] Hyperspectral and Multispectral Image Fusion via Bayesian Nonlocal CP Factorization
DOI: https://doi.org/10.1109/lgrs.2023.3343366
[2023] Disentangled Adversarial Generalization Network for Cross-Session Task-Independent Brainprint Recognition
DOI: https://doi.org/10.1109/tcds.2023.3343469
[2023] Fractional Tensor Recurrent Unit (fTRU): A Stable Forecasting Model With Long Memory
DOI: https://doi.org/10.1109/tnnls.2023.3338696
[2023] Semi-supervised multi-view concept decomposition
DOI: https://doi.org/10.1016/j.eswa.2023.122572
[2023] Construction and application of flow pressure drop model of perforated well considering pressure loss of perforation hole
DOI: https://doi.org/10.1038/s41598-023-46443-y
[2023] Nonparametric tensor ring decomposition with scalable amortized inference
DOI: https://doi.org/10.1016/j.neunet.2023.10.031
[2023] Exclusivity and consistency induced NMF for multi-view representation learning
DOI: https://doi.org/10.1016/j.knosys.2023.111020
[2023] Effect of microstructural characteristics on the impact fracture behavior of cryogenic 9Ni steel
DOI: https://doi.org/10.1088/2053-1591/acffa9
[2023] Comprehensive Multiview Representation Learning via Deep Autoencoder-Like Nonnegative Matrix Factorization
DOI: https://doi.org/10.1109/tnnls.2023.3304626
[2023] A CNN-based lamb wave processing model for field monitoring of fatigue cracks in orthotropic steel bridge decks
DOI: https://doi.org/10.1016/j.istruc.2023.105146
[2023] Consistent Anchor Induced Multi-View Deep Matrix Factorization
DOI: https://doi.org/10.23919/ccc58697.2023.10240883
[2023] CO2 Injection for Enhanced Gas Recovery and Geo-Storage in Complex Tight Sandstone Gas Reservoirs
DOI: https://doi.org/10.3390/pr11072059
[2023] Memorization Weights for Instance Reweighting in Adversarial Training
DOI: https://doi.org/10.1609/aaai.v37i9.26329
[2023] TT-Net: Tensorized Transformer Network for 3D medical image segmentation
DOI: https://doi.org/10.1016/j.compmedimag.2023.102234
[2023] ACGL-TR: A deep learning model for spatio-temporal short-term irradiance forecast
DOI: https://doi.org/10.1016/j.enconman.2023.116970
[2023] Tree-Based Mix-Order Polynomial Fusion Network for Multimodal Sentiment Analysis
DOI: https://doi.org/10.3390/systems11010044
[2022] BAFN: Bi-Direction Attention Based Fusion Network for Multimodal Sentiment Analysis
DOI: https://doi.org/10.1109/tcsvt.2022.3218018
[2022] Diverse Deep Matrix Factorization with Hypergraph Regularization for Multi-View Data Representation
DOI: https://doi.org/10.1109/jas.2022.105980
[2022] Imbalanced low-rank tensor completion via latent matrix factorization
DOI: https://doi.org/10.1016/j.neunet.2022.08.023
[2022] A semi-supervised label-driven auto-weighted strategy for multi-view data classification
DOI: https://doi.org/10.1016/j.knosys.2022.109694
[2022] Classification of the Epileptic Seizure Onset Zone Based on Partial Annotation
DOI: https://doi.org/10.1007/s11571-022-09857-4
[2022] Tensor Neural Controlled Differential Equations
DOI: https://doi.org/10.1109/ijcnn55064.2022.9892933
[2022] A Hybrid Norm for Guaranteed Tensor Recovery
DOI: https://doi.org/10.3389/fphy.2022.885402
[2022] MMT: Multi-way Multi-modal Transformer for Multimodal Learning
DOI: https://doi.org/10.24963/ijcai.2022/480
[2022] Noisy Tensor Completion via Low-Rank Tensor Ring
DOI: https://doi.org/10.1109/tnnls.2022.3181378
[2022] Semi-supervised multi-view clustering with dual hypergraph regularized partially shared non-negative matrix factorization
DOI: https://doi.org/10.1007/s11431-021-1957-3
[2022] Tensor Completion via Fully-Connected Tensor Network Decomposition with Regularized Factors
DOI: https://doi.org/10.1007/s10915-022-01841-8
[2022] Multi-View Data Representation Via Deep Autoencoder-Like Nonnegative Matrix Factorization
DOI: https://doi.org/10.1109/icassp43922.2022.9747857
[2022] Variational Bayesian Tensor Networks with Structured Posteriors
DOI: https://doi.org/10.1109/icassp43922.2022.9747861
[2022] Graph-Regularized Non-Negative Tensor-Ring Decomposition for Multiway Representation Learning
DOI: https://doi.org/10.1109/tcyb.2022.3157133
[2022] Bayesian Tensor Completion and Decomposition with Automatic CP Rank Determination Using MGP Shrinkage Prior
DOI: https://doi.org/10.1007/s42979-022-01119-8
[2022] Robust tensor decomposition via orientation invariant tubal nuclear norms
DOI: https://doi.org/10.1007/s11431-021-1976-2
[2022] Data augmentation for Convolutional LSTM based brain computer interface system
DOI: https://doi.org/10.1016/j.asoc.2022.108811
[2022] Fast hypergraph regularized nonnegative tensor ring decomposition based on low-rank approximation
DOI: https://doi.org/10.1007/s10489-022-03346-1
[2022] Efficient Tensor Robust PCA Under Hybrid Model of Tucker and Tensor Train
DOI: https://doi.org/10.1109/lsp.2022.3143721
[2022] Subject adaptation convolutional neural network for EEG-based motor imagery classification
DOI: https://doi.org/10.1088/1741-2552/ac9c94
[2021] Bayesian Robust Tucker Decomposition for Multiway Data Analysis
DOI: https://doi.org/10.1109/cac53003.2021.9727642
[2021] Semi-supervised Robust Dual-graph Concept Factorization via L<sub>2,1</sub> Norm
DOI: https://doi.org/10.1109/cac53003.2021.9728014
[2021] Guaranteed Robust Tensor Completion via ∗L-SVD with Applications to Remote Sensing Data
DOI: https://doi.org/10.3390/rs13183671
[2021] Component-mixing strategy: A decomposition-based data augmentation algorithm for motor imagery signals
DOI: https://doi.org/10.1016/j.neucom.2021.08.119
[2021] Hyperspectral super-resolution via coupled tensor ring factorization
DOI: https://doi.org/10.1016/j.patcog.2021.108280
[2021] Multi-distorted Image Restoration with Tensor 1 × 1 Convolutional Layer
DOI: https://doi.org/10.1109/ijcnn52387.2021.9533737
[2021] Preface
DOI: https://doi.org/10.1007/s11431-021-1909-4
[2021] Semi-supervised non-negative Tucker decomposition for tensor data representation
DOI: https://doi.org/10.1007/s11431-020-1824-4
[2021] Tensorial Time Series Prediction via Tensor Neural Ordinary Differential Equations
DOI: https://doi.org/10.1109/ijcnn52387.2021.9533771
[2021] Learning from Incomplete Features by Simultaneous Training of Neural Networks and Sparse Coding
DOI: https://doi.org/10.1109/cvprw53098.2021.00296
[2021] Fully-Connected Tensor Network Decomposition and Its Application to Higher-Order Tensor Completion
DOI: https://doi.org/10.1609/aaai.v35i12.17321
[2021] Tensor Decomposition Via Core Tensor Networks
DOI: https://doi.org/10.1109/icassp39728.2021.9413637
[2021] Hide Chopin in the Music: Efficient Information Steganography Via Random Shuffling
DOI: https://doi.org/10.1109/icassp39728.2021.9413357
[2021] Hybrid Convolutional Neural Network for Localization of Epileptic Focus Based on iEEG
DOI: https://doi.org/10.1155/2021/6644365
[2021] On the Memory Mechanism of Tensor-Power Recurrent Models
[2021] Tensor Recovery via $*_L$-Spectral $k$-Support Norm
DOI: https://doi.org/10.1109/jstsp.2021.3058763
[2021] CTFN: Hierarchical Learning for Multimodal Sentiment Analysis Using Coupled-Translation Fusion Network
DOI: https://doi.org/10.18653/v1/2021.acl-long.412

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AI 要約（直近 5 年の研究成果）

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研究成果（101 件）

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