Mumin (Amy) Jia

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amyjia@yorku.ca

York University, Toronto, Canada

I am a fourth-year PhD student in the Department of Mathematics and Statistics at York University, honored to be supervised by Prof. Jairo Diaz-Rodriguez.

My research explores the statistical and computational foundations of machine learning, with a particular focus on large language models for detecting structural changes and dynamics in sequences.

Research Interests:

  • Large Language Models & Natural Language Processing
  • Artificial Intelligence
  • Statistical Machine Learning
  • Deep Learning & Neural Networks

News

Sep 30, 2026 Two papers accepted:
Mar 09, 2026 Will join Microsoft as an Applied Scientist Intern this summer in Montreal. 😀
Oct 02, 2025 One new preprint is out.
Unsupervised Text Segmentation via Kernel Change-Point Detection on Sentence Embeddings
Sep 18, 2025 My first paper accepted by NeurIPS 2025.
Dynamics of Spontaneous Topic Changes in Next Token Prediction with Self-Attention
Jun 01, 2025 Received the Student Research Presentation Award from the Statistical Society of Canada (2025) :smile:

Publications

  1. NeurIPS
    Dynamics of Spontaneous Topic Changes in Next Token Prediction with Self-Attention
    Mumin Jia and Jairo Diaz-Rodriguez
    In The Thirty-ninth Annual Conference on Neural Information Processing Systems, 2025
  2. Preprint
    Unsupervised Text Segmentation via Kernel Change-Point Detection on Sentence Embeddings
    Jairo Diaz-Rodriguez and Mumin Jia
    2025
  3. Preprint
    When Can Digital Personas Reliably Approximate Human Survey Findings?
    Mumin Jia, Yilin Chen, Divya Sharma, and 1 more author
    2026