Cover Image

When Bayesian Tensor Completion Meets Multioutput Gaussian Processes: Functional Universality and Rank Learning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Li, Siyuan, Fang, Shikai, Cheng, Lei, Yin, Feng, Wu, Yik-Chung, Gerstoft, Peter, Theodoridis, Sergios
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Signal Processing
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

FieldFormer: Self-supervised Reconstruction of Physical Fields via Tensor Attention Prior
by: Chen, Panqi, et al.
Published: (2025)

Sparsity-Aware Distributed Learning for Gaussian Processes with Linear Multiple Kernel
by: Suwandi, Richard Cornelius, et al.
Published: (2023)

Revisiting Trace Norm Minimization for Tensor Tucker Completion: A Direct Multilinear Rank Learning Approach
by: Tong, Xueke, et al.
Published: (2024)

To Fold or Not to Fold: Graph Regularized Tensor Train for Visual Data Completion
by: Xu, Le, et al.
Published: (2023)

Large-Scale Bayesian Tensor Reconstruction: An Approximate Message Passing Solution
by: Cheng, Bingyang, et al.
Published: (2025)

Non-uniform Array and Frequency Spacing for Regularization-free Gridless DOA
by: Wu, Yifan, et al.
Published: (2024)

Activity Detection for Massive Connectivity in Cell-free Networks with Unknown Large-scale Fading, Channel Statistics, Noise Variance, and Activity Probability: A Bayesian Approach
by: Zhang, Hao, et al.
Published: (2024)

Low Rank Tensor Completion via Adaptive ADMM
by: Führling, Niclas, et al.
Published: (2026)

Ensemble Kalman Filtering Meets Gaussian Process SSM for Non-Mean-Field and Online Inference
by: Lin, Zhidi, et al.
Published: (2023)

Estimating Channels With Hundreds of Sub-Paths for MU-MIMO Uplink: A Structured High-Rank Tensor Approach
by: Chen, Panqi, et al.
Published: (2024)

A Block Term Decomposition Model Based Algorithm for Tensor Completion of Multidimensional Harmonic Signals
by: Wang, Lei, et al.
Published: (2025)

Unveiling the Power of Complex-Valued Transformers in Wireless Communications
by: Leng, Yang, et al.
Published: (2025)

Encoding and Decoding Temporal Signals with Spiking Bandpass Wavelets
by: Pedersen, Jens Egholm, et al.
Published: (2026)

Unified framework for outage-constrained rate maximization in secure ISAC under various sensing metrics
by: Zhu, Hancheng, et al.
Published: (2026)

A Unified Distributed Algorithm for Hybrid Near-Far Field Activity Detection in Cell-Free Massive MIMO
by: Lei, Jingreng, et al.
Published: (2025)

Joint Bayesian Parameter and Model Order Estimation for Low-Rank Probability Mass Tensors
by: Chege, Joseph K., et al.
Published: (2024)

Distributed Activity Detection for Cell-Free Hybrid Near-Far Field Communications
by: Lei, Jingreng, et al.
Published: (2025)

Learning to Jointly Optimize Antenna Positioning and Beamforming for Movable Antenna-Aided Systems
by: Wang, Yikun, et al.
Published: (2026)

Handling Distance Constraint in Movable Antenna Aided Systems: A General Optimization Framework
by: Jin, Yichen, et al.
Published: (2024)

Robust Tensor Completion via Gradient Tensor Nulclear L1-L2 Norm for Traffic Data Recovery
by: Shu, Hao, et al.
Published: (2025)

Balancing Latency and Model Accuracy for Fluid Antenna-Assisted LM-Embedded MIMO Network
by: Jin, Yichen, et al.
Published: (2025)

Exploiting Dynamic Sparsity for Near-Field Spatial Non-Stationary XL-MIMO Channel Tracking
by: Xu, Wenkang, et al.
Published: (2024)

Coherence-Minimized Sensing Matrix Design for MRI Reconstruction via Dual-Space Projection Optimization
by: Feng, Siyuan
Published: (2026)

A General Optimization Framework for Tackling Distance Constraints in Movable Antenna-Aided Systems
by: Jin, Yichen, et al.
Published: (2025)

Deep Tensor Learning for Reliable Channel Charting from Incomplete and Noisy Measurements
by: Chen, Ge, et al.
Published: (2025)

Exact Tensor Completion Powered by Slim Transforms
by: Ge, Li, et al.
Published: (2024)

RIS-Aided Cooperative Mobile Edge Computing: Computation Efficiency Maximization via Joint Uplink and Downlink Resource Allocation
by: Liu, Zhenrong, et al.
Published: (2024)

When NOMA Meets AIGC: Enhanced Wireless Federated Learning
by: Xu, Ding, et al.
Published: (2024)

FLP-XR: Future Location Prediction on Extreme Scale Maritime Data in Real-time
by: Theodoropoulos, George S., et al.
Published: (2025)

Joint ML-Bayesian Approach to Adaptive Radar Detection in the presence of Gaussian Interference
by: Yin, Chaoran, et al.
Published: (2025)

Tensor Star Tensor Decomposition and Its Applications to Higher-order Compression and Completion
by: Zhou, Wuyang, et al.
Published: (2024)

Recover Cell Tensor: Diffusion-Equivalent Tensor Completion for Fluorescence Microscopy Imaging
by: Wang, Chenwei, et al.
Published: (2026)

Efficient Federated Low Rank Matrix Completion
by: Abbasi, Ahmed Ali, et al.
Published: (2024)

A Secure Beamforming Design: When Fluid Antenna Meets NOMA
by: Mai, Lifeng, et al.
Published: (2024)

DOA Estimation via Optimal Weighted Low-Rank Matrix Completion
by: Razavikia, Saeed, et al.
Published: (2025)

Gaussian Integral based Bayesian Smoother
by: Singh, Rohit Kumar, et al.
Published: (2025)

Efficient Transformed Gaussian Process State-Space Models for Non-Stationary High-Dimensional Dynamical Systems
by: Lin, Zhidi, et al.
Published: (2025)

Channel Estimation for Rydberg Atomic Receivers
by: Xu, Bokai, et al.
Published: (2025)

Cell-Free MIMO with Rotatable Antennas: When Macro-Diversity Meets Antenna Directivity
by: Peng, Xingxiang, et al.
Published: (2026)

When AI Meets Terahertz: A Survey on the Symbiosis of Artificial Intelligence and Terahertz Networks
by: Han, Chong, et al.
Published: (2026)