Shitong Xu

PhD candidate, University of Oxford

I am a fourth-year PhD candidate in Department of Computer Science at the University of Oxford, supervised by Prof. Niki Trigoni and Prof. Andrew Markham. I obtained my Master and Bachlor degree in Imperial College London, where I completed my Master thesis under the supervision of Prof. Ben Glocker.

Research Interests

My research lies at the intersection of Audio Signal Processing and Multimodal Machine Learning, with a focus on understanding the semantic and spatial properties of complex acoustic environments.

My research spans three interconnected directions:

  • Semantic Audio Understanding: Robust speech and audio analysis in complex acoustic environments, including target speaker extraction and pathological speech detection.
  • Spatial Audio Modeling: Sound source localization, spatially conditioned extraction, and spatial audio rendering under diverse acoustic and microphone configurations.
  • Spatial-Semantic Scene Understanding: Integrating semantic and spatial information for higher-level acoustic scene understanding, including spatial audio question answering.

More broadly, I have deep interest in the following fields:

  • Physics-Informed Machine Learning
  • Electroencephalography (EEG) Brain Signal Processing

Research Experience

Geometry-Informed Distributed Acoustic Scene Understanding Interspeech

Geometry-Informed Distributed Acoustic Scene Understanding

Yiyuan Yang, Shitong Xu, Niki Trigoni, Andrew Markham.

Interspeech 2026

Target Speaker Extraction through Comparing Noisy Positive and Negative Audio Enrollments NeurIPS

Target Speaker Extraction through Comparing Noisy Positive and Negative Audio Enrollments

Shitong Xu, Yiyuan Yang, Niki Trigoni, Andrew Markham.

Neural Information Processing Systems (NeurIPS), 2025

Efficient and Microphone-Fault-Tolerant 3D Sound Source Localization Interspeech

Efficient and Microphone-Fault-Tolerant 3D Sound Source Localization

Yiyuan Yang, Shitong Xu, Niki Trigoni, Andrew Markham.

Interspeech 2025

SPEAR: Receiver-to-Receiver Acoustic Neural Warping Field

SPEAR: Receiver-to-Receiver Acoustic Neural Warping Field

Yuhang He*, Shitong Xu*, Jiaxing Zhong, Sangyun Shin, Niki Trigoni, Andrew Markham.

Preprint, 2024

CLIP-Diffusion-LM: Apply Diffusion Model on Image Captioning

CLIP-Diffusion-LM: Apply Diffusion Model on Image Captioning

Shitong Xu

Preprint, 2022

Internship

Microsoft Research Asia, Research Intern
Mar 2026 - July 2026
Advised by Chang Xu, Zilong Wang
Cisco system, Software Engineer Intern
Apr 2022 - Sep 2022
Advised by Shubham Bakshi, Arthur Drozdov

Education

University of Oxford
Oct 2023 - Present
PhD in Computer Science
Imperial College London
Oct 2019 - Aug 2023
MEng (Integrated Bachelor's and Master's) in Computing
Graduated with First Class Honours

Teaching Experience

Teaching Assistant, University of Oxford
Machine Learning (Oct - Dec 2023)
Deep Learning for Healthcare (Feb - Apr 2024)
Physics-Informed Machine Learning (Feb - Apr 2025)