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Papers
Beyond Neuron-Level Sparsity: Achieving Faithful and Interpretable LLMs with Mixture of Decoders
AAAI 2026
DuetMerging: Synergizing Dynamic and Static Strategies for Mitigating Task Interference in Model Merging
CVPR 2026
Efficient frequent directions algorithms for approximate decomposition of matrices and higher-order tensors
JMLR 2026
Every Response Counts: Quantifying Uncertainty of LLM-based Multi-Agent Systems through Tensor Decomposition
ACL 2026
Incomplete Multi-View Unsupervised Federated Feature Selection via Cooperative Particle Swarm Optimization and Tensor-Aligned Learning
AAAI 2026
LatentLLM: Activation-Aware Transform to Multi-Head Latent Attention
AAAI 2026
Open Problem: How much overparametrization is needed for ALS in tensor decomposition?
COLT 2026
Pseudo Multi-view K-means Clustering
AAAI 2026
QuadSync: Quadrifocal Tensor Synchronization via Tucker Decomposition
CVPR 2026
ReFTA: Breaking the Weight Reconstruction Bottleneck in Tensorized Parameter-Efficient Fine-Tuning
CVPR 2026
Renormalization Group Guided Tensor Network Structure Search
AAAI 2026
Score-Based Model for Low-Rank Tensor Recovery
AAAI 2026
Tensor Decomposition and Language Description for Open-Vocabulary Object Detection
AAAI 2026
The Structure-Equivalent Prior: Unifying Temporal Dynamics and 3D Evolution in 4D Latent Space
AAAI 2026
TuckA: Hierarchical Compact Tensor Experts for Efficient Fine-Tuning
AAAI 2026
A Random Matrix Approach to Low-Multilinear-Rank Tensor Approximation
JMLR 2025
Efficient Online Prediction for High-Dimensional Time Series via Joint Tensor Tucker Decomposition
JMLR 2025
Finite Sample Analysis of Tensor Decomposition for Learning Mixtures of Linear Systems
L4DC 2025
High-Rank Irreducible Cartesian Tensor Decomposition and Bases of Equivariant Spaces
JMLR 2025
Interpolating Neural Network-Tensor Decomposition (INN-TD): a scalable and interpretable approach for large-scale physics-based problems
ICML 2025
Large-scale Multi-view Tensor Clustering with Implicit Linear Kernels
CVPR 2025
Mitigating Heterogeneity among Factor Tensors via Lie Group Manifolds for Tensor Decomposition Based Temporal Knowledge Graph Embedding
NAACL 2025
Non-Convex Tensor Recovery from Local Measurements
AAAI 2025
Nonparametric Distributional Regression via Quantile Regression
AISTATS 2025
Optimal Submanifold Structure in Log-linear Models
UAI 2025