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Pilanci Research Group

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  1. caldera caldera Public

    Compressing Large Language Models using Low Precision and Low Rank Decomposition

    Python 75 5

  2. matrix-compressor matrix-compressor Public

    Implementation of LPLR algorithm for matrix compression

    Python 23 1

  3. scnn scnn Public

    Scalable Convex Neural Networks

    Python 21 8

  4. Riemannian_Preconditioned_LoRA Riemannian_Preconditioned_LoRA Public

    source code for paper "Riemannian Preconditioned LoRA for Fine-Tuning Foundation Models"

    Python 18 2

  5. convex_nn convex_nn Public

    Python 13 3

  6. Neural-recovery Neural-recovery Public

    Python 8 2

Repositories

Showing 10 of 19 repositories
  • caldera Public

    Compressing Large Language Models using Low Precision and Low Rank Decomposition

    pilancilab/caldera’s past year of commit activity
    Python 75 5 0 0 Updated Dec 4, 2024
  • CRONOS Public

    introducing cronos: convex neural networks in JAX for all your binary classification needs!

    pilancilab/CRONOS’s past year of commit activity
    Python 2 CC0-1.0 0 0 0 Updated Nov 13, 2024
  • scnn Public

    Scalable Convex Neural Networks

    pilancilab/scnn’s past year of commit activity
    Python 21 MIT 8 0 0 Updated Nov 12, 2024
  • spectral_adapter Public
    pilancilab/spectral_adapter’s past year of commit activity
    Python 2 MIT 0 0 0 Updated Oct 22, 2024
  • Riemannian_Preconditioned_LoRA Public

    source code for paper "Riemannian Preconditioned LoRA for Fine-Tuning Foundation Models"

    pilancilab/Riemannian_Preconditioned_LoRA’s past year of commit activity
    Python 18 MIT 2 0 0 Updated Jun 20, 2024
  • Randomized-Geometric-Algebra-Methods-for-Convex-Neural-Networks Public
    pilancilab/Randomized-Geometric-Algebra-Methods-for-Convex-Neural-Networks’s past year of commit activity
    Python 3 1 0 0 Updated Jun 11, 2024
  • 1d-convex-nn Public
    pilancilab/1d-convex-nn’s past year of commit activity
    Jupyter Notebook 4 MIT 0 0 0 Updated Mar 18, 2024
  • nfda Public
    pilancilab/nfda’s past year of commit activity
    Jupyter Notebook 3 0 0 0 Updated Feb 10, 2024
  • scnn_experiments Public

    Code to replicate experiments in https://arxiv.org/abs/2202.01331.

    pilancilab/scnn_experiments’s past year of commit activity
    Python 2 MIT 2 0 0 Updated Dec 8, 2023
  • relu_optimal_sets Public

    Code to replicate experiments in the paper Optimal Sets and Solution Paths of ReLU Networks by Aaron Mishkin and Mert Pilanci.

    pilancilab/relu_optimal_sets’s past year of commit activity
    Python 0 0 0 0 Updated Dec 6, 2023
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