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Optima

Learning and OPTImization for MAchine intelligence (OPTIMA) Group

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We are the Learning and OPTImization for MAchine intelligence group (OPTIMA) Lab from CityU.🙋‍♀️

Popular repositories Loading

  1. LLM4AD LLM4AD Public

    LLM4AD: A Platform for Algorithm Design with Large Language Model

    Python 803 110

  2. LLM4AD_Next LLM4AD_Next Public

    A next-generation automatic algorithm design platform, making automated algorithm design more accessible and easier to use

    Python 697 46

  3. neural-spectral-capacity neural-spectral-capacity Public

    NSC measures neural architecture capacity directly from network specifications, without data, gradients, or model instantiation. Its additive structure enables exact architecture optimization under…

    Python 126 32

  4. OpenArchEvo OpenArchEvo Public

    Architecture search beyond the search space: an LLM writes architecture programs, population-based evolution decides which survive. Reference code + 171-architecture zoo for native spiking sequence…

    Python 46 4

  5. awesome-ai-kernel-engineering awesome-ai-kernel-engineering Public

    10 2

  6. Evolution_of_Kernels Evolution_of_Kernels Public

    Reference Code Implementation of paper "Evolution of Kernels: Automated RISC-V Kernel Optimization with Large Language Models"

    Python 5 4

Repositories

Showing 10 of 10 repositories
  • LLM4AD_Next Public

    A next-generation automatic algorithm design platform, making automated algorithm design more accessible and easier to use

    Optima-CityU/LLM4AD_Next's past year of commit activity
    Python 697 BSD-3-Clause 46 3 3 Updated Nov 5, 2026
  • LLM4AD Public

    LLM4AD: A Platform for Algorithm Design with Large Language Model

    Optima-CityU/LLM4AD's past year of commit activity
    Python 803 BSD-2-Clause 110 11 10 Updated Nov 3, 2026
  • OpenArchEvo-SciencePal Public

    Codes and materials for OpenArchEvo v1.5, built together with SciencePal.

    Optima-CityU/OpenArchEvo-SciencePal's past year of commit activity
    Python 1 Apache-2.0 0 0 0 Updated Oct 31, 2026
  • OpenArchEvo Public

    Architecture search beyond the search space: an LLM writes architecture programs, population-based evolution decides which survive. Reference code + 171-architecture zoo for native spiking sequence models.

    Optima-CityU/OpenArchEvo's past year of commit activity
    Python 46 Apache-2.0 4 0 0 Updated Oct 31, 2026
  • neural-spectral-capacity Public

    NSC measures neural architecture capacity directly from network specifications, without data, gradients, or model instantiation. Its additive structure enables exact architecture optimization under resource budgets in seconds on a CPU.

    Optima-CityU/neural-spectral-capacity's past year of commit activity
    Python 126 MIT 32 0 0 Updated Sep 26, 2026
  • Kope-Mem Public

    Memory Organization for Kernel Optimization via Evolution

    Optima-CityU/Kope-Mem's past year of commit activity
    Python 0 1 0 0 Updated Apr 29, 2026
  • Optima-CityU/awesome-ai-kernel-engineering's past year of commit activity
    10 2 1 0 Updated Dec 17, 2025
  • Evolution_of_Kernels Public

    Reference Code Implementation of paper "Evolution of Kernels: Automated RISC-V Kernel Optimization with Large Language Models"

    Optima-CityU/Evolution_of_Kernels's past year of commit activity
    Python 5 MIT 4 0 0 Updated Dec 2, 2025
  • .github Public
    Optima-CityU/.github's past year of commit activity
    0 0 0 0 Updated Nov 7, 2024
  • Optima-CityU/MetaHX.github.io's past year of commit activity
    HTML 0 0 0 0 Updated Oct 29, 2020