Publications

2025

  1. ICLRW 2025
    amortized.png
    Amortized Posterior Sampling with Diffusion Prior Distillation
    Abbas Mammadov*, Hyungjin Chung*, and Jong Chul Ye
    The Frontiers in Probabilistic Inference: Sampling meets Learning (FPI) workshop at ICLR, Apr 2025

2024

  1. NeurIPSW 2024
    F_diff_inv.png
    Diffusion-Based Inverse Solver on Function Spaces With Applications to PDEs
    Abbas Mammadov, Julius Berner, Kamyar Azizzadenesheli , and 2 more authors
    Machine Learning and the Physical Sciences Workshop at NeurIPS, 2024
  2. preprint
    Geometric Diffusion Models for Data Over Arbitrary Manifolds
    Byeongsu Sim*Abbas Mammadov*, Moo K. Chung , and 2 more authors
    preprint, 2024
  3. ICML 2024
    data_top.png
    Defining Neural Network Architecture through Polytope Structures of Dataset
    Sangmin Lee, Abbas Mammadov, and Jong Chul Ye
    International Conference on Machine Learning (ICML) SPOTLIGHT, May 2024

2023

  1. KSC 2023
    artificial_barber.png
    Artificial Barber: Hair Color and Style transfer using GANs
    Abbas Mammadov, and Kaleb Mesfin Asfaw
    Korea Software Congress (KSC) ORAL, Nov 2023