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    17 repositories

    • NCVX-Neural-Structural-Optimization

      Public
      Jupyter Notebook
      •0•4•0•1•Updated Dec 6, 2024Dec 6, 2024

    • DMPlug

      Public
      This is the official implementation of "DMPlug: A Plug-in Method for Solving Inverse Problems with Diffusion Models" (NeurIPS 2024).
      Python
      •3•46•2•0•Updated Sep 27, 2024Sep 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.
      Jupyter Notebook
      •0•8•0•0•Updated Jul 28, 2024Jul 28, 2024

    • Const_FL

      Public
      Offical git repo for "Federated Learning with Convex Global and Local Constraints" at TMLR'2024
      Python
      •
      MIT License
      •0•0•0•0•Updated Jun 12, 2024Jun 12, 2024

    • DMO

      Public
      Official implementation of "Exact Reformulation and Optimization for Binary Imbalanced Classification"
      Python
      •
      MIT License
      •0•0•0•0•Updated Jun 12, 2024Jun 12, 2024

    • TTL

      Public
      [BMVC'23 Oral] Offical repository of "Rethinking Transfer Learning for Medical Image Classification"
      Python
      •
      MIT License
      •0•0•1•0•Updated May 27, 2024May 27, 2024

    • Early_Stopping_for_DIP

      Public
      Official Implementation of Early Stopping for Deep Image Prior (TMLR)
      Jupyter Notebook
      •
      MIT License
      •6•25•0•0•Updated May 19, 2024May 19, 2024

    • sc_with_distshift

      Public
      Python
      •1•1•0•0•Updated May 10, 2024May 10, 2024

    • Constrained-Deep-Learning-Survey

      Public
      Discover algorithms for deep learning under constraints.
      Jupyter Notebook
      •0•1•0•0•Updated Feb 8, 2024Feb 8, 2024

    • federated-multi-modality-learning

      Public
      A multi-modality learning system for healthcare using federated learning
      Python
      •0•3•0•0•Updated Nov 25, 2023Nov 25, 2023

    • PyGRANSO_adv_robustness

      Public
      This repo provides the implementation of the min- and max- form constrained optimziation problems in our paper [paper]
      Python
      •0•0•0•0•Updated Sep 4, 2023Sep 4, 2023

    • Self-Validation

      Public
      Self-Validation: Early Stopping for Single-Instance Deep Generative Priors
      Python
      •
      MIT License
      •2•3•0•0•Updated Jun 20, 2023Jun 20, 2023

    • Deep-Random-Projector

      Public
      Deep Random Projector: Accelerated Deep Image Prior
      Python
      •
      MIT License
      •2•12•0•0•Updated Jun 9, 2023Jun 9, 2023

    • NCVX_Documentation

      Public
      NCVX documentation page: https://ncvx.org
      Python
      •0•2•0•0•Updated May 29, 2023May 29, 2023

    • PyGRANSO

      Public
      PyGRANSO: A PyTorch-enabled port of GRANSO with auto-differentiation
      data-sciencecomputer-visionnumerical-optimizationmathematical-softwaremachine-learningdeep-learning
      Python
      •
      GNU Affero General Public License v3.0
      •5•39•6•0•Updated May 29, 2023May 29, 2023

    • Blind-Image-Deblurring

      Public
      Blind Image Deblurring
      MIT License
      •1•4•5•0•Updated Aug 9, 2022Aug 9, 2022

    • NCVX

      Public
      NCVX: A User-Friendly and Scalable Package for Nonconvex Optimization in Machine Learning
      data-sciencecomputer-visionmathematical-softwaremachine-learningdeep-learningoptimization
      GNU Affero General Public License v3.0
      •2•36•0•0•Updated Jul 27, 2022Jul 27, 2022