We are the Learning and OPTImization for MAchine intelligence group (OPTIMA) Lab from CityU.🙋♀️
Optima
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LLM4AD_Next
LLM4AD_Next PublicA next-generation automatic algorithm design platform, making automated algorithm design more accessible and easier to use
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neural-spectral-capacity
neural-spectral-capacity PublicNSC measures neural architecture capacity directly from network specifications, without data, gradients, or model instantiation. Its additive structure enables exact architecture optimization under…
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OpenArchEvo
OpenArchEvo PublicArchitecture 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…
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Evolution_of_Kernels
Evolution_of_Kernels PublicReference Code Implementation of paper "Evolution of Kernels: Automated RISC-V Kernel Optimization with Large Language Models"
Repositories
- LLM4AD_Next Public
A next-generation automatic algorithm design platform, making automated algorithm design more accessible and easier to use
- 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.
- 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.
- Evolution_of_Kernels Public
Reference Code Implementation of paper "Evolution of Kernels: Automated RISC-V Kernel Optimization with Large Language Models"
- .github Public
- MetaHX.github.io Public
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