Yao Lei Xu

Joined

May 2021

Names

Yao Lei Xu (Preferred)

Emails

****@imperial.ac.uk (Confirmed)

Personal Links

Career & Education History

PhD student

Imperial College London (imperial.ac.uk)

2019 – 2023

Advisors, Relations & Conflicts

PhD Advisor

Danilo P. Mandic

2019 – 2023

Expertise

Tensor Networks

2019 – 2023

Publications

TensorSLM: Energy-efficient Embedding Compression of Sub-billion Parameter Language Models on Low-end Devices
Mingxue Xu, Yao Lei Xu, Danilo Mandic
- TTODLer-FM @ ICML 2025 Poster
- Readers: Everyone
TensorGPT: Efficient Compression of Large Language Models based on Tensor-Train Decomposition
Mingxue Xu, Yao Lei Xu, Danilo Mandic
- Submitted to ICLR 2025
- Readers: Everyone
Efficient Hyperparameter Optimization Through Tensor Completion
Aaman Rebello, Kriton Konstantinidis, Yao Lei Xu, Danilo Mandic
- Published: 01 Feb 2023, Last Modified: 13 Feb 2023
- Submitted to ICLR 2023
- Readers: Everyone
Low-Complexity Attention Modelling via Graph Tensor Networks
Yao Lei Xu, Kriton Konstantinidis, Shengxi Li, Ljubisa Stankovic, Danilo P. Mandic
- 2022 (modified: 16 Nov 2022)
- ICASSP 2022
- Readers: Everyone
Variational Bayesian Tensor Networks with Structured Posteriors
Kriton Konstantinidis, Yao Lei Xu, Qibin Zhao, Danilo P. Mandic
- 2022 (modified: 17 Apr 2023)
- ICASSP 2022
- Readers: Everyone
Accelerating Tensor Contraction Products via Tensor-Train Decomposition [Tips & Tricks]
Ilya Kisil, Giuseppe Giovanni Calvi, Kriton Konstantinidis, Yao Lei Xu, Danilo P. Mandic
- Published: 01 Jan 2022, Last Modified: 13 May 2023
- IEEE Signal Process. Mag. 2022
- Readers: Everyone
Graph and tensor-train recurrent neural networks for high-dimensional models of limit order books
Jacobo Roa-Vicens, Yao Lei Xu, Ricardo Silva, Danilo P. Mandic
- Published: 01 Jan 2022, Last Modified: 13 May 2023
- ICAIF 2022
- Readers: Everyone
Tensor-Train Recurrent Neural Networks for Interpretable Multi-Way Financial Forecasting
Yao Lei Xu, Giuseppe Giovanni Calvi, Danilo P. Mandic
- Published: 01 Jan 2021, Last Modified: 13 May 2023
- IJCNN 2021
- Readers: Everyone
Recurrent Graph Tensor Networks: A Low-Complexity Framework for Modelling High-Dimensional Multi-Way Sequences
Yao Lei Xu, Danilo P. Mandic
- Published: 01 Jan 2021, Last Modified: 13 May 2023
- EUSIPCO 2021
- Readers: Everyone
Graph Theory for Metro Traffic Modelling
Bruno Scalzo Dees, Yao Lei Xu, Anthony G. Constantinides, Danilo P. Mandic
- Published: 01 Jan 2021, Last Modified: 13 May 2023
- IJCNN 2021
- Readers: Everyone

Co-Authors