Mingxue (Mercy) Xu
"Loyal to the Truth."
Imperial College London
South Kensington Campus
London, UK
Hi there:D
I am a fourth-year PhD at Imperial College London, luckily supervised by Prof. Danilo P. Mandić. My research direction is Generative Model Compression with Algebraic Approaches, with a current focus on LLMs.
Previously, I obtained my BEng at China University of Petroleum - Beijing. My MEng was at University of Science and Technology of China, under the supervision of Prof. Xiang-Yang Li. Both my BEng and MEng are in Computer Science and Technology. Also I did an internship at Baidu PaddlePaddle.
news
| Mar 5, 2025 | How can representation dimension dominate structurally pruned LLMs? is accepted by ICLR 2025 Workshop on Sparsity in LLMs (SLLM). |
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| Oct 7, 2024 | Manuscript Geometry is All You Need: A Unified Taxonomy of Matrix and Tensor Factorization for Compression of Generative Language Models is available online. |
| Sep 27, 2024 | Co-authored paper, FinLlama: LLM-Based Financial Sentiment Analysis for Algorithmic Trading, has been accepted by the International Conference on AI in Finance (ICAIF2024). |
| Jul 4, 2023 | Manuscript TensorGPT: Efficient Compression of the Embedding Layer in LLMs based on the Tensor-Train Decomposition is available online. |
| Jul 2, 2023 | Private Training Set Inspection in MLaaS is featured by Montreal AI Ethics Institute, for the details please drop in here. |
| Mar 28, 2023 | Co-authored paper at Baidu, PaddlePaddle: A Production-Oriented Deep Learning Platform Facilitating the Competency of Enterprises, is available online. |
| Jan 29, 2023 | Manuscript Data Origin Inference in Machine Learning is available online (code included). |