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@pilancilab Pilanci Research Group

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    19 repositories

    • caldera

      Public
      Compressing Large Language Models using Low Precision and Low Rank Decomposition
      Python
      •5•75•1•0•Updated Dec 4, 2024Dec 4, 2024

    • CRONOS

      Public
      introducing cronos: convex neural networks in JAX for all your binary classification needs!
      machine-learningneural-networksadmmconvex-optimizationjax
      Python
      •
      Creative Commons Zero v1.0 Universal
      •0•2•0•0•Updated Nov 13, 2024Nov 13, 2024

    • scnn

      Public
      Scalable Convex Neural Networks
      Python
      •
      MIT License
      •9•22•0•1•Updated Nov 12, 2024Nov 12, 2024

    • spectral_adapter

      Public
      Python
      •
      MIT License
      •0•3•0•0•Updated Oct 22, 2024Oct 22, 2024

    • Riemannian_Preconditioned_LoRA

      Public
      source code for paper "Riemannian Preconditioned LoRA for Fine-Tuning Foundation Models"
      Python
      •
      MIT License
      •2•21•0•0•Updated Jun 20, 2024Jun 20, 2024

    • Randomized-Geometric-Algebra-Methods-for-Convex-Neural-Networks

      Public
      Python
      •1•3•0•0•Updated Jun 11, 2024Jun 11, 2024

    • 1d-convex-nn

      Public
      Jupyter Notebook
      •
      MIT License
      •0•4•0•0•Updated Mar 18, 2024Mar 18, 2024

    • nfda

      Public
      Jupyter Notebook
      •0•3•0•0•Updated Feb 10, 2024Feb 10, 2024

    • scnn_experiments

      Public
      Code to replicate experiments in https://arxiv.org/abs/2202.01331.
      Python
      •
      MIT License
      •2•2•0•0•Updated Dec 8, 2023Dec 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.
      Python
      •0•0•0•0•Updated Dec 6, 2023Dec 6, 2023

    • matrix-compressor

      Public
      Implementation of LPLR algorithm for matrix compression
      Python
      •1•23•1•0•Updated Nov 21, 2023Nov 21, 2023

    • IHS-BIN

      Public
      Python
      •1•0•0•0•Updated Apr 7, 2023Apr 7, 2023

    • Threshold-networks

      Public
      Jupyter Notebook
      •0•0•0•0•Updated Feb 3, 2023Feb 3, 2023

    • convex_autoencoder

      Public
      Two-Layer ReLU Autoencoders via Convex Optimization based on the paper "Convex Neural Autoregressive Models: Towards Tractable, Expressive, and Theoretically-Backed Models for Sequential Forecasting and Generation" by B. Bartan, T. Ergen, M. Pilanci
      Jupyter Notebook
      •1•1•0•0•Updated Nov 22, 2022Nov 22, 2022

    • Neural-recovery

      Public
      Python
      •2•8•0•0•Updated Oct 3, 2022Oct 3, 2022

    • poly_act_convex_NN

      Public
      Jupyter Notebook
      •0•1•0•0•Updated Jan 13, 2022Jan 13, 2022

    • Adaptive-Newton-Sketch

      Public
      Python
      •0•3•0•0•Updated Nov 10, 2021Nov 10, 2021

    • convex_nn

      Public
      Python
      •3•13•0•0•Updated Jun 9, 2021Jun 9, 2021

    • adaptive_effdim_solver

      Public
      Companion code for the paper "Fast Convex Quadratic Optimization Solvers with Adaptive Sketching-based Preconditioners"
      Jupyter Notebook
      •0•4•0•0•Updated May 3, 2021May 3, 2021