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@OptimAI-Lab

OptimAI-Lab

OptimaAI-Lab @ University of Minnesota

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  1. RoSTE RoSTE Public

    [ICML 2025] Official code for the paper "RoSTE: An Efficient Quantization-Aware Supervised Fine-Tuning Approach for Large Language Models"

    Python 8

  2. LLM_Alignment_Survey LLM_Alignment_Survey Public

  3. Memory_Efficient_Pretraining Memory_Efficient_Pretraining Public

    Scalable Parameter and Memory Efficient Pretraining for LLM: Recent Algorithmic Advances and Benchmarking

    Python 11 1

  4. BLURLLMUnlearning BLURLLMUnlearning Public

    [EACL 2026] BLUR: A Bi-Level Optimization Approach for LLM Unlearning

    Python 7 3

Repositories

Showing 10 of 16 repositories
  • HiddenStateUnlearning Public

    Do LLMs Really Forget? Hidden-State Leakage in Model Unlearning and How to Fix it

    OptimAI-Lab/HiddenStateUnlearning's past year of commit activity
    Python 0 2 0 0 Updated Sep 29, 2026
  • large_lr_sgd Public

    [NeurIPS 2026] Revisiting the Adam-SGD Gap in LLM Pre-Training: The Role of Large Effective Learning Rates

    OptimAI-Lab/large_lr_sgd's past year of commit activity
    Python 2 0 0 0 Updated Sep 28, 2026
  • optimai-lab.github.io Public

    group webpage

    OptimAI-Lab/optimai-lab.github.io's past year of commit activity
    HTML 0 MIT 1 0 0 Updated Sep 7, 2026
  • Memory_Efficient_Pretraining Public

    Scalable Parameter and Memory Efficient Pretraining for LLM: Recent Algorithmic Advances and Benchmarking

    OptimAI-Lab/Memory_Efficient_Pretraining's past year of commit activity
    Python 11 1 0 0 Updated Jul 2, 2026
  • ema-nesterov-module Public

    Install EMA-Nesterov as a python3 module for PyTorch.

    OptimAI-Lab/ema-nesterov-module's past year of commit activity
    Python 1 MIT 0 0 0 Updated Jun 8, 2026
  • ema-nesterov Public
    OptimAI-Lab/ema-nesterov's past year of commit activity
    Python 4 0 0 0 Updated Jun 5, 2026
  • Minimalist_LLM_Pretraining Public

    [ICML 2026] Memory-Efficient LLM Pretraining via Minimalist Optimizer Design

    OptimAI-Lab/Minimalist_LLM_Pretraining's past year of commit activity
    Python 24 0 0 0 Updated May 26, 2026
  • Leak-k Public

    [ICML 2026] Leak@$k$: Unlearning Does Not Make LLMs Forget Under Probabilistic Decoding

    OptimAI-Lab/Leak-k's past year of commit activity
    Python 4 MIT 1 0 0 Updated May 26, 2026
  • BLURLLMUnlearning Public

    [EACL 2026] BLUR: A Bi-Level Optimization Approach for LLM Unlearning

    OptimAI-Lab/BLURLLMUnlearning's past year of commit activity
    Python 7 3 0 0 Updated May 26, 2026
  • LLM-OPT Public
    OptimAI-Lab/LLM-OPT's past year of commit activity
    Jupyter Notebook 0 0 0 0 Updated May 23, 2026
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