Tensor Decomposition

Open Problem: How much overparametrization is needed for ALS in tensor decomposition? COLT 2026 QuadSync: Quadrifocal Tensor Synchronization via Tucker Decomposition CVPR 2026 Reparameterized Tensor Ring Functional Decomposition for Multi-Dimensional Data Recovery CVPR 2026 Self-Attention Driven Tensor Representation for High-Order Data Recovery CVPR 2026 Finite Sample Analysis of Tensor Decomposition for Learning Mixtures of Linear Systems L4DC 2025 Optimal Submanifold Structure in Log-linear Models UAI 2025 Tensor Network Based Feature Learning Model AISTATS 2025 Tensor Network-Constrained Kernel Machines as Gaussian Processes AISTATS 2025 Identification of mixtures of discrete product distributions in near-optimal sample and time complexity COLT 2024 Performance Gaps in Multi-view Clustering under the Nested Matrix-Tensor Model ICLR 2024 Constructive TT-representation of the tensors given as index interaction functions with applications ICLR 2023 Facto-CNN: Memory-Efficient CNN Training with Low-rank Tensor Factorization and Lossy Tensor Compression ACML 2023 Learning Narrow One-Hidden-Layer ReLU Networks COLT 2023 Lower Bounds for the Convergence of Tensor Power Iteration on Random Overcomplete Models COLT 2023 Statistical and Computational Limits for Tensor-on-Tensor Association Detection COLT 2023 An Effective and Efficient Entity Alignment Decoding Algorithm via Third-Order Tensor Isomorphism ACL 2022 A Short-Term Tropical Cyclone Intensity Forecasting Method Based on High-Order Tensor (Student Abstract) AAAI 2022 Exploring extreme parameter compression for pre-trained language models ICLR 2022 Fast Algorithm for Low-Rank Tensor Completion in Delay-Embedded Space CVPR 2022 Fast algorithm for overcomplete order-3 tensor decomposition COLT 2022 Online Nonnegative CP-dictionary Learning for Markovian Data JMLR 2022 Bayesian Latent Factor Model for Higher-order Data ACML 2021 An Efficient Low-Rank Tensors Representation for Algorithms in Complex Probabilistic Graphical Models PGM 2020 Multiway clustering via tensor block models NeurIPS 2019 Tensor Decomposition for Multilayer Networks Clustering AAAI 2019