Siyuan Li

According to our database, Siyuan Li authored at least 6 papers between 2022 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

When VMP Meets CEP: An Algorithmic Equivalence Under Mild Conditions.

Siyuan Li, Shikai Fang, Lei Cheng, Yik-Chung Wu, Sergios Theodoridis

Trans. Mach. Learn. Res., 2026

2025

Less Is More: Generating Time Series with LLaMA-Style Autoregression in Simple Factorized Latent Spaces.

Siyuan Li, Yifan Sun, Lei Cheng, Lewen Wang, Yang Liu, Weiqing Liu, Jianlong Li, Jiang Bian, Shikai Fang

CoRR, November, 2025

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

Siyuan Li, Shikai Fang, Lei Cheng, Feng Yin, Yik-Chung Wu, Peter Gerstoft, Sergios Theodoridis

IEEE Trans. Signal Process., 2025

FieldFormer: Self-Supervised Reconstruction of Physical Fields via Tensor Attention Prior.

Panqi Chen, Siyuan Li, Lei Cheng, Xiao Fu, Yik-Chung Wu, Sergios Theodoridis

IEEE Trans. Signal Process., 2025

Basis Function Learning for Variable-Length and Continuous-Indexed Signals.

Siyuan Li, Lei Cheng, Feng Yin, Jianlong Li, Peter Gerstoft

Proceedings of the 2025 IEEE International Conference on Acoustics, 2025

2022

Symmetric Tensor Canonical Polyadic Decomposition Via Probabilistic Inference.

Xinyun Hua, Siyuan Li, Lei Cheng

Proceedings of the 12th IEEE Sensor Array and Multichannel Signal Processing Workshop, 2022