publications

2025

  1. Information-Geometric Neural Granger Causality
    Pauline Bourigault and Danilo P. Mandic
    In ICML Workshop on High-dimensional Learning Dynamics, 2025
    PDF
  2. FrEVL: Leveraging Frozen Pretrained Embeddings for Efficient Vision-Language Understanding
    Emmanuelle Bourigault and Pauline Bourigault
    In ICCV Workshop on Safe and Trustworthy Multimodal AI Systems, 2025
    Oral Presentation
    arXiv
  3. Kernel-Based Anomaly Detection Using Generalized Hyperbolic Processes
    Pauline Bourigault and Danilo P. Mandic
    In International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2025
    arXiv
  4. Kimina-Prover Preview: Towards Large Formal Reasoning Models with Reinforcement Learning
    Haiming Wang al.
    arXiv preprint arXiv:2504.11354, 2025
    arXiv

2024

  1. Multi-Modal Information Bottleneck Attribution with Cross-Attention Guidance
    Pauline Bourigault, Emmanuelle Bourigault, and Danilo P. Mandic
    In British Machine Vision Conference (BMVC), 2024
    PDF
  2. MVDiff: Scalable and Flexible Multi-view Diffusion for 3D Object Reconstruction
    Emmanuelle Bourigault and Pauline Bourigault
    In CVPR Workshop on Generative Models for Computer Vision, 2024
    PDF
  3. Quaternion Recurrent Neural Network with Real-Time Learning and Maximum Correntropy
    Pauline Bourigault, Dongpo Xu, and Danilo P. Mandic
    In International Joint Conference on Neural Networks (IJCNN), 2024
    Oral Presentation
    arXiv

2023

  1. Convex Quaternion Optimization for Signal Processing: Theory and Applications
    Shuli Sun, Qiankun Diao, Dongpo Xu, Pauline Bourigault, and Danilo P. Mandic
    IEEE Transactions on Signal Processing, 2023
    PDF
  2. The HR-Calculus: Enabling Information Processing with Quaternion Algebra
    Danilo P. Mandic, Soroush Pourya Talebi, Clive Cheong Took, Yili Xia, Dongpo Xu, Min Xiang, and Pauline Bourigault
    arXiv preprint arXiv:2311.16771, 2023
    arXiv

2022

  1. Timing of Hypoxia PET/CT Imaging after 18F-Fluoromisonidazole Injection in NSCLC Patients
    Pauline Bourigault, Michael Skwarski, Ruth E Macpherson, Geoff S Higgins, and Daniel McGowan
    Nature Scientific Reports, 2022
    PDF

2021

  1. Investigation of Atovaquone-Induced Spatial Changes in Tumour Hypoxia
    Pauline Bourigault, Michael Skwarski, Ruth E Macpherson, Geoff S Higgins, and Daniel McGowan
    EJNMMI Research, 2021
    PDF