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GLOVEX @ UMN

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  1. DMPlug DMPlug Public

    This is the official implementation of "DMPlug: A Plug-in Method for Solving Inverse Problems with Diffusion Models" (NeurIPS 2024).

    Python 45 3

  2. PyGRANSO PyGRANSO Public

    PyGRANSO: A PyTorch-enabled port of GRANSO with auto-differentiation

    Python 39 5

  3. NCVX NCVX Public

    NCVX: A User-Friendly and Scalable Package for Nonconvex Optimization in Machine Learning

    36 2

  4. Early_Stopping_for_DIP Early_Stopping_for_DIP Public

    Official Implementation of Early Stopping for Deep Image Prior (TMLR)

    Jupyter Notebook 24 6

  5. Deep-Random-Projector Deep-Random-Projector Public

    Deep Random Projector: Accelerated Deep Image Prior

    Python 12 2

  6. Deeplifting Deeplifting Public

    This repository delves into a research field we refer to as "deeplifting". Deeplifting merges the domains of deep learning and optimization, proposing a novel approach to solve optimization problem…

    Jupyter Notebook 8

Repositories

Showing 10 of 17 repositories
  • NCVX-Neural-Structural-Optimization Public
    sun-umn/NCVX-Neural-Structural-Optimization’s past year of commit activity
    Jupyter Notebook 4 0 0 1 Updated Dec 6, 2024
  • DMPlug Public

    This is the official implementation of "DMPlug: A Plug-in Method for Solving Inverse Problems with Diffusion Models" (NeurIPS 2024).

    sun-umn/DMPlug’s past year of commit activity
    Python 45 3 2 0 Updated Sep 27, 2024
  • Deeplifting Public

    This repository delves into a research field we refer to as "deeplifting". Deeplifting merges the domains of deep learning and optimization, proposing a novel approach to solve optimization problems. By using neural networks to reparameterize input spaces, we can significantly improve solutions, making them both more potent and robust.

    sun-umn/Deeplifting’s past year of commit activity
    Jupyter Notebook 8 0 0 0 Updated Jul 28, 2024
  • Const_FL Public

    Offical git repo for "Federated Learning with Convex Global and Local Constraints" at TMLR'2024

    sun-umn/Const_FL’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Jun 12, 2024
  • DMO Public

    Official implementation of "Exact Reformulation and Optimization for Binary Imbalanced Classification"

    sun-umn/DMO’s past year of commit activity
    Python 0 MIT 0 0 0 Updated Jun 12, 2024
  • TTL Public

    [BMVC'23 Oral] Offical repository of "Rethinking Transfer Learning for Medical Image Classification"

    sun-umn/TTL’s past year of commit activity
    Python 0 MIT 0 1 0 Updated May 27, 2024
  • Early_Stopping_for_DIP Public

    Official Implementation of Early Stopping for Deep Image Prior (TMLR)

    sun-umn/Early_Stopping_for_DIP’s past year of commit activity
    Jupyter Notebook 24 MIT 6 0 0 Updated May 19, 2024
  • sc_with_distshift Public
    sun-umn/sc_with_distshift’s past year of commit activity
    Python 1 1 0 0 Updated May 10, 2024
  • Constrained-Deep-Learning-Survey Public

    Discover algorithms for deep learning under constraints.

    sun-umn/Constrained-Deep-Learning-Survey’s past year of commit activity
    Jupyter Notebook 1 0 0 0 Updated Feb 8, 2024
  • federated-multi-modality-learning Public

    A multi-modality learning system for healthcare using federated learning

    sun-umn/federated-multi-modality-learning’s past year of commit activity
    Python 3 0 0 0 Updated Nov 25, 2023
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