publications

publications by categories in reversed chronological order. generated by jekyll-scholar.

2026

  1. Preprint
    On the Provable Emergence of Hierarchical Concept Structure in CLIP Embeddings
    Nghia Nguyen, Tianjiao Ding, Lachlan Ewen MacDonald, and 1 more author
    2026
    Under Review
  2. CVPR
    Hierarchical Concept Embedding & Pursuit for Interpretable Image Classification
    Nghia Nguyen, Tianjiao Ding, and Rene Vidal
    In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2026
    Awarded arXiv
  3. UCRL @ ICLR
    SSD: Sparse Semantic Defense against Semantic Adversarial Attacks to Image Classifiers
    Nghia Nguyen, Darshan Thaker, Konstantinos Emmanouilidis, and 2 more authors
    In UCRL Workshop @ ICLR, 2026
    Website

2022

  1. NeurIPS
    Improving Neural Ordinary Differential Equations with Nesterov’s Accelerated Gradient Method
    Nghia Nguyen, Minh Tan Nguyen, Huyen Vo, and 2 more authors
    In Advances in Neural Information Processing Systems, 2022
    HTML PDF