Andrew Bond

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Koç University

Istanbul, Turkey

I am a PhD student in the department of Computer Science and Engineering at Koç University. My thesis work relates to generative models for videos. I also do some work on mean-field analysis of machine learning algorithms.

My interests include machine learning models for video generation, editing, and understanding. Additionally, I am also interested in understanding many domains of mathematics and applying these domains to machine learning. These domains include Bayesian methods, convergence of probability measures and stochastic processes, and algebraic topology.

news

Jan 10, 2025 My paper “GaussianVideo: Efficient Video Representation via Hierarchical Gaussian Splatting”, done while an intern at Adobe Research, has been released on ArXiv at the following link: http://arxiv.org/abs/2501.04782.
Dec 06, 2024 I will be presenting my work “Exploring the Precise Dynamics of Single-Layer GAN Models: Leveraging Multi-Feature Discriminators for High-Dimensional Subspace Learning” at NeurIPS 2024 in Vancouver, Canada next week.

selected publications

  1. GaussianVideo: Efficient Video Representation via Hierarchical Gaussian Splatting
    Andrew Bond , Jui-Hsien Wang, Long Mai, and 2 more authors
    arXiv, 2025
    Done while an intern at Adobe Research.
  2. Exploring the Precise Dynamics of Single-Layer GAN Models: Leveraging Multi-Feature Discriminators for High-Dimensional Subspace Learning
    Andrew Bond, and Zafer Dogan
    Neural Information Processing Systems (NeurIPS), 2024
  3. VidStyleODE: Disentangled Video Editing via StyleGAN and NeuralODEs
    Moayed Haji Ali, Andrew BondTolga Birdal, and 4 more authors
    IEEE/CVF International Conference on Computer Vision (ICCV), 2023
  4. GECTurk: Grammatical Error Correction and Detection Dataset for Turkish
    Atakan Kara, Farrin Marouf Sofian, Andrew Bond, and 1 more author
    In International Joint Conference on Natural Language Processing, 2023