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Papers
Efficient frequent directions algorithms for approximate decomposition of matrices and higher-order tensors
JMLR 2026
QuadSync: Quadrifocal Tensor Synchronization via Tucker Decomposition
CVPR 2026
Tensor Decomposition and Language Description for Open-Vocabulary Object Detection
AAAI 2026
Efficient Online Prediction for High-Dimensional Time Series via Joint Tensor Tucker Decomposition
JMLR 2025
Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement
ICLR 2025
LoRID: Low-Rank Iterative Diffusion for Adversarial Purification
AAAI 2025
SPAC: Sparse Partitioning and Adaptive Core Tensor Pruning Model for Knowledge Graph Completion
AAAI 2025
Tensorized Attention for Understanding Multi-Object Relationships
AAAI 2025
Functional Bayesian Tucker Decomposition for Continuous-indexed Tensor Data
ICLR 2024
Geometry-aware training of factorized layers in tensor Tucker format
NeurIPS 2024
More Efficient Estimation of Multivariate Additive Models Based on Tensor Decomposition and Penalization
JMLR 2024
Sample Efficient Learning of Factored Embeddings of Tensor Fields
AISTATS 2024
The ALℓ_0CORE Tensor Decomposition for Sparse Count Data
AISTATS 2024
Approximately Optimal Core Shapes for Tensor Decompositions
ICML 2023
Low-rank Tensor Estimation via Riemannian Gauss-Newton: Statistical Optimality and Second-Order Convergence
JMLR 2023
BATUDE: Budget-Aware Neural Network Compression Based on Tucker Decomposition
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
Random Tensor Theory for Tensor Decomposition
AAAI 2022
Scaling and Scalability: Provable Nonconvex Low-Rank Tensor Completion
AISTATS 2022
Scaling and Scalability: Provable Nonconvex Low-Rank Tensor Estimation from Incomplete Measurements
JMLR 2022
Subquadratic Kronecker Regression with Applications to Tensor Decomposition
NeurIPS 2022
tntorch: Tensor Network Learning with PyTorch
JMLR 2022
Bayesian streaming sparse Tucker decomposition
UAI 2021
Deep Transfer Tensor Decomposition with Orthogonal Constraint for Recommender Systems
AAAI 2021