Ecosyste.ms: Repos

An open API service providing repository metadata for many open source software ecosystems.

GitHub topics: sparsity

adrhill/SparseConnectivityTracer.jl

Fast operator-overloading Jacobian & Hessian sparsity detection.

Language: Julia - Size: 436 KB - Last synced: about 20 hours ago - Pushed: about 20 hours ago - Stars: 15 - Forks: 1

muratonuryildirim/FOCIL

Code for the paper "FOCIL: Finetune-and-Freeze for Online Class-Incremental Learning by Training Randomly Pruned Sparse Experts"

Language: Python - Size: 330 KB - Last synced: 1 day ago - Pushed: 2 days ago - Stars: 2 - Forks: 0

intel/neural-compressor

SOTA low-bit LLM quantization (INT8/FP8/INT4/FP4/NF4) & sparsity; leading model compression techniques on TensorFlow, PyTorch, and ONNX Runtime

Language: Python - Size: 409 MB - Last synced: 1 day ago - Pushed: 1 day ago - Stars: 2,009 - Forks: 239

tensorflow/model-optimization

A toolkit to optimize ML models for deployment for Keras and TensorFlow, including quantization and pruning.

Language: Python - Size: 2.17 MB - Last synced: 2 days ago - Pushed: 21 days ago - Stars: 1,472 - Forks: 321

luuyin/OWL

Official Pytorch Implementation of "Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity"

Language: Python - Size: 568 KB - Last synced: 11 days ago - Pushed: 11 days ago - Stars: 39 - Forks: 5

NVIDIA-AI-IOT/clip-distillation

Zero-label image classification via OpenCLIP knowledge distillation

Language: Python - Size: 2.03 MB - Last synced: 10 days ago - Pushed: 8 months ago - Stars: 92 - Forks: 14

neuralmagic/sparseml

Libraries for applying sparsification recipes to neural networks with a few lines of code, enabling faster and smaller models

Language: Python - Size: 260 MB - Last synced: 22 days ago - Pushed: 22 days ago - Stars: 1,976 - Forks: 140

bwohlberg/sporco

Sparse Optimisation Research Code

Language: Python - Size: 13.4 MB - Last synced: 23 days ago - Pushed: 24 days ago - Stars: 249 - Forks: 37

FMInference/H2O

[NeurIPS'23] H2O: Heavy-Hitter Oracle for Efficient Generative Inference of Large Language Models.

Language: Python - Size: 39.2 MB - Last synced: 25 days ago - Pushed: about 1 month ago - Stars: 278 - Forks: 25

satabios/sconce

Model Compression Made Easy

Language: Jupyter Notebook - Size: 215 MB - Last synced: 6 days ago - Pushed: about 1 month ago - Stars: 33 - Forks: 1

RAIVNLab/STR

Soft Threshold Weight Reparameterization for Learnable Sparsity

Language: Python - Size: 63.5 KB - Last synced: 26 days ago - Pushed: over 1 year ago - Stars: 84 - Forks: 11

openvinotoolkit/nncf

Neural Network Compression Framework for enhanced OpenVINO™ inference

Language: Python - Size: 47.1 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 772 - Forks: 197

PaddlePaddle/PaddleSlim

PaddleSlim is an open-source library for deep model compression and architecture search.

Language: Python - Size: 16.3 MB - Last synced: about 1 month ago - Pushed: about 2 months ago - Stars: 1,514 - Forks: 347

VITA-Group/Double-Win-LTH

[ICML 2022] "Data-Efficient Double-Win Lottery Tickets from Robust Pre-training" by Tianlong Chen, Zhenyu Zhang, Sijia Liu, Yang Zhang, Shiyu Chang, Zhangyang Wang

Language: Python - Size: 308 KB - Last synced: about 1 month ago - Pushed: almost 2 years ago - Stars: 9 - Forks: 0

intel/neural-speed

An innovative library for efficient LLM inference via low-bit quantization

Language: C++ - Size: 14.8 MB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 179 - Forks: 20

VITA-Group/Sparsity-Win-Robust-Generalization

[ICLR 2022] "Sparsity Winning Twice: Better Robust Generalization from More Efficient Training" by Tianlong Chen*, Zhenyu Zhang*, Pengjun Wang*, Santosh Balachandra*, Haoyu Ma*, Zehao Wang, Zhangyang Wang

Language: Python - Size: 1.02 MB - Last synced: about 1 month ago - Pushed: about 2 years ago - Stars: 36 - Forks: 2

OpenMendel/MendelIHT.jl

Iterative hard thresholding for l0 penalized regression

Language: Julia - Size: 119 MB - Last synced: 25 days ago - Pushed: 8 months ago - Stars: 22 - Forks: 4

SIP-AAU/Magni

A package for AFM image reconstruction and compressed sensing in general

Language: Python - Size: 29.8 MB - Last synced: 2 days ago - Pushed: over 5 years ago - Stars: 40 - Forks: 10

ZIB-IOL/SMS

Code to reproduce the experiments of the ICLR24-paper: "Sparse Model Soups: A Recipe for Improved Pruning via Model Averaging"

Language: Python - Size: 43 KB - Last synced: about 1 month ago - Pushed: 2 months ago - Stars: 3 - Forks: 0

sergeivolodin/causality-disentanglement-rl

Simple world models lead to good abstractions, Google Research internship 2020/master thesis at EPFL LCN 2021 ⬛◼️▪️🔦

Language: Python - Size: 174 MB - Last synced: about 2 months ago - Pushed: about 1 year ago - Stars: 1 - Forks: 0

wenwei202/caffe

Caffe for Sparse and Low-rank Deep Neural Networks

Language: C++ - Size: 69.6 MB - Last synced: about 1 month ago - Pushed: about 4 years ago - Stars: 374 - Forks: 134

SebastianAment/CompressedSensing.jl

Contains a wide-ranging collection of compressed sensing and feature selection algorithms. Examples include matching pursuit algorithms, forward and backward stepwise regression, sparse Bayesian learning, and basis pursuit.

Language: Julia - Size: 336 KB - Last synced: 13 days ago - Pushed: about 2 years ago - Stars: 27 - Forks: 1

Bobo-y/flexible-yolov5

More readable and flexible yolov5 with more backbone(gcn, resnet, shufflenet, moblienet, efficientnet, hrnet, swin-transformer, etc) and (cbam,dcn and so on), and tensorrt

Language: Python - Size: 12.4 MB - Last synced: about 2 months ago - Pushed: about 2 months ago - Stars: 641 - Forks: 117

CyprienGille/Supervised-Autoencoder

A supervised autoencoder with structured sparsity for efficient and informed clinical prognosis.

Language: Python - Size: 18.9 MB - Last synced: 30 days ago - Pushed: 11 months ago - Stars: 4 - Forks: 0

jkarolczak/ligand-classification

Project examing sparse deep learning architectures for ligand classification.

Language: Jupyter Notebook - Size: 45.7 MB - Last synced: 3 months ago - Pushed: 3 months ago - Stars: 3 - Forks: 0

VITA-Group/Linearity-Grafting

[ICML 2022] "Linearity Grafting: Relaxed Neuron Pruning Helps Certifiable Robustness" by Tianlong Chen*, Huan Zhang*, Zhenyu Zhang, Shiyu Chang, Sijia Liu, Pin-Yu Chen, Zhangyang Wang

Language: Python - Size: 76.3 MB - Last synced: about 1 month ago - Pushed: almost 2 years ago - Stars: 15 - Forks: 3

RabadanLab/randomly

A Library for Denoising Single-Cell Data with Random Matrix Theory

Language: Jupyter Notebook - Size: 4.52 MB - Last synced: 2 months ago - Pushed: 9 months ago - Stars: 36 - Forks: 15

Jiamian-Wang/Iterative-Soft-Shrinkage-SR

[ICCV2023 Official PyTorch code] for Iterative Soft Shrinkage Learning for Efficient Image Super-Resolution

Language: Python - Size: 18.3 MB - Last synced: 2 months ago - Pushed: 2 months ago - Stars: 24 - Forks: 0

DataSlingers/ExclusiveLasso

Generalized Linear Models with the Exclusive Lasso Penalty

Language: R - Size: 626 KB - Last synced: 4 months ago - Pushed: almost 3 years ago - Stars: 3 - Forks: 2

GreenAutoML4FAS/HyperSparse

Official implementation of the paper "HyperSparse Neural Networks: Shifting Exploration to Exploitation through Adaptive Regularization"

Language: Python - Size: 403 KB - Last synced: about 1 month ago - Pushed: about 1 month ago - Stars: 4 - Forks: 0

ZIB-IOL/BIMP

Code to reproduce the experiments of ICLR2023-paper: How I Learned to Stop Worrying and Love Retraining

Language: Python - Size: 60.5 KB - Last synced: about 1 month ago - Pushed: about 1 year ago - Stars: 6 - Forks: 0

deep-spin/sparse-marginalization-lvm

Official PyTorch (Lightning) implementation of the NeurIPS 2020 paper "Efficient Marginalization of Discrete and Structured Latent Variables via Sparsity".

Language: Python - Size: 530 KB - Last synced: 10 days ago - Pushed: about 3 years ago - Stars: 27 - Forks: 8

fraenkel-lab/GSLR

An algorithm for classification from a graph-sparse support

Language: Jupyter Notebook - Size: 33.1 MB - Last synced: 23 days ago - Pushed: over 5 years ago - Stars: 15 - Forks: 4

IntelLabs/SkimCaffe 📦

Caffe for Sparse Convolutional Neural Network

Language: C++ - Size: 434 MB - Last synced: 3 months ago - Pushed: over 1 year ago - Stars: 238 - Forks: 64

yongduosui/ICPG

[JCST 2023] "Inductive Lottery Ticket Learning for Graph Neural Networks" by Yongduo Sui, Xiang Wang, Tianlong Chen, Meng Wang, Xiangnan He, Tat-Seng Chua.

Language: Python - Size: 434 KB - Last synced: 5 months ago - Pushed: 5 months ago - Stars: 1 - Forks: 0

LukasMut/VICE

Variational Interpretable Concept Embeddings

Language: Python - Size: 29.7 MB - Last synced: 5 months ago - Pushed: 5 months ago - Stars: 10 - Forks: 4

landskape-ai/Reprogram_LT Fork of OPTML-Group/ILM-VP

[arXiv] "Uncovering the Hidden Cost of Model Compression" by Diganta Misra, Agam Goyal, Bharat Runwal, and Pin-Yu Chen

Language: Python - Size: 3.67 MB - Last synced: 4 months ago - Pushed: 6 months ago - Stars: 7 - Forks: 2

diaoenmao/Pruning-Deep-Neural-Networks-from-a-Sparsity-Perspective

[ICLR 2023] Pruning Deep Neural Networks from a Sparsity Perspective

Language: Python - Size: 32.4 MB - Last synced: 5 months ago - Pushed: 5 months ago - Stars: 11 - Forks: 0

astorfi/attention-guided-sparsity

Attention-Based Guided Structured Sparsity of Deep Neural Networks

Language: Python - Size: 954 KB - Last synced: 22 days ago - Pushed: about 4 years ago - Stars: 28 - Forks: 8

ryantd/veloce

WIP. Veloce is a low-code Ray-based parallelization library that makes machine learning computation novel, efficient, and heterogeneous.

Language: Python - Size: 9.13 MB - Last synced: 6 days ago - Pushed: almost 2 years ago - Stars: 18 - Forks: 0

VITA-Group/QuantumSEA

[QCE 2023]"QuantumSEA: In-Time Sparse Exploration for Noise Adaptive Quantum Circuits" Tianlong Chen, Zhenyu Zhang, Hanrui Wang, Jiaqi Gu, Zirui Li, David Z Pan, Frederic T Chong, Song Han, Zhangyang Wang

Language: Python - Size: 204 KB - Last synced: 7 months ago - Pushed: 7 months ago - Stars: 1 - Forks: 0

sdc17/UPop

[ICML 2023] UPop: Unified and Progressive Pruning for Compressing Vision-Language Transformers.

Language: Python - Size: 2.4 MB - Last synced: 7 months ago - Pushed: 7 months ago - Stars: 54 - Forks: 3

najeebkhan/sparseout

Sparseout: Controlling Sparsity in Deep Networks

Language: Python - Size: 5.86 KB - Last synced: 7 months ago - Pushed: almost 5 years ago - Stars: 2 - Forks: 2

Shiweiliuiiiiiii/In-Time-Over-Parameterization

[ICML 2021] "Do We Actually Need Dense Over-Parameterization? In-Time Over-Parameterization in Sparse Training" by Shiwei Liu, Lu Yin, Decebal Constantin Mocanu, Mykola Pechenizkiy

Language: Python - Size: 245 KB - Last synced: 6 months ago - Pushed: 6 months ago - Stars: 42 - Forks: 6

lucaslie/torchprune

A research library for pytorch-based neural network pruning, compression, and more.

Language: Shell - Size: 6.62 MB - Last synced: 7 months ago - Pushed: over 1 year ago - Stars: 154 - Forks: 22

wenbihan/strollr2d_icassp2017

Image Denoising Codes using STROLLR learning, the Matlab implementation of the paper in ICASSP2017

Language: Matlab - Size: 2.08 MB - Last synced: 7 months ago - Pushed: over 6 years ago - Stars: 24 - Forks: 6

prateekgv/sawd_gcvs

MATLAB implementation of gait cycle validation and segmentation using inertial sensors.

Language: MATLAB - Size: 8.81 MB - Last synced: 7 months ago - Pushed: almost 3 years ago - Stars: 14 - Forks: 3

bfinl/FAST-IRES

An Electromagnetic Source Imaging Algorithm for Estimating Extended Brain Sources and Large-scale Networks

Language: MATLAB - Size: 218 MB - Last synced: 7 months ago - Pushed: about 3 years ago - Stars: 7 - Forks: 6

shahsohil/CoLaMP

The source code for the CVPR 2016 paper "Estimating Sparse Signals with Smooth Support via Convex Programming and Block Sparsity".

Language: Matlab - Size: 43.8 MB - Last synced: 7 months ago - Pushed: almost 7 years ago - Stars: 2 - Forks: 5

dcmocanu/sparse-evolutionary-artificial-neural-networks

Always sparse. Never dense. But never say never. A Sparse Training repository for the Adaptive Sparse Connectivity concept and its algorithmic instantiation, i.e. Sparse Evolutionary Training, to boost Deep Learning scalability on various aspects (e.g. memory and computational time efficiency, representation and generalization power).

Language: Python - Size: 67 MB - Last synced: 7 months ago - Pushed: almost 3 years ago - Stars: 228 - Forks: 65

jack-willturner/deep-compression

Learning both Weights and Connections for Efficient Neural Networks https://arxiv.org/abs/1506.02626

Language: Jupyter Notebook - Size: 2.4 MB - Last synced: 7 months ago - Pushed: over 1 year ago - Stars: 171 - Forks: 37

DataSlingers/MoMA

MoMA: Modern Multivariate Analysis in R

Language: R - Size: 940 KB - Last synced: 4 months ago - Pushed: over 4 years ago - Stars: 18 - Forks: 3

Eric-mingjie/network-slimming

Network Slimming (Pytorch) (ICCV 2017)

Language: Python - Size: 23.4 KB - Last synced: 7 months ago - Pushed: over 3 years ago - Stars: 864 - Forks: 212

gaochangw/DeltaRNN

Latest PyTorch Implementation of DeltaGRU & DeltaLSTM that Exploits Temporal Sparsity in Sequential Data

Language: Python - Size: 1.88 MB - Last synced: 8 months ago - Pushed: 8 months ago - Stars: 12 - Forks: 0

ash-shar/FEMA-Flexible-and-Dynamic-Matrix-Factorization

Fema: flexible evolutionary multi-faceted analysis for dynamic behavioral pattern discovery

Language: Matlab - Size: 3.91 KB - Last synced: 8 months ago - Pushed: over 6 years ago - Stars: 1 - Forks: 0

ash-shar/CMAP

Repository containing Parameter Inference and Posterior Computation codes of CMAP

Language: C++ - Size: 12.9 MB - Last synced: 8 months ago - Pushed: over 5 years ago - Stars: 3 - Forks: 0

The-Learning-And-Vision-Atelier-LAVA/SMSR

[CVPR 2021] Exploring Sparsity in Image Super-Resolution for Efficient Inference

Language: Python - Size: 7.37 MB - Last synced: 7 months ago - Pushed: over 2 years ago - Stars: 234 - Forks: 30

vene/sparse-structured-attention

Sparse and structured neural attention mechanisms

Language: Python - Size: 102 KB - Last synced: 7 months ago - Pushed: over 3 years ago - Stars: 215 - Forks: 36

VITA-Group/Backdoor-LTH

[CVPR 2022] "Quarantine: Sparsity Can Uncover the Trojan Attack Trigger for Free" by Tianlong Chen*, Zhenyu Zhang*, Yihua Zhang*, Shiyu Chang, Sijia Liu, and Zhangyang Wang

Language: Python - Size: 2.06 MB - Last synced: about 1 month ago - Pushed: over 1 year ago - Stars: 24 - Forks: 2

mehtadushy/SelecSLS-Pytorch

Reference ImageNet implementation of SelecSLS CNN architecture proposed in the SIGGRAPH 2020 paper "XNect: Real-time Multi-Person 3D Motion Capture with a Single RGB Camera". The repository also includes code for pruning the model based on implicit sparsity emerging from adaptive gradient descent methods, as detailed in the CVPR 2019 paper "On implicit filter level sparsity in Convolutional Neural Networks".

Language: Python - Size: 108 KB - Last synced: 7 months ago - Pushed: almost 4 years ago - Stars: 331 - Forks: 44

zahraatashgahi/QuickSelection

[Machine Learning Journal (ECML-PKDD 2022 journal track)] Quick and Robust Feature Selection: the Strength of Energy-efficient Sparse Training for Autoencoders

Language: Python - Size: 262 KB - Last synced: 8 months ago - Pushed: 8 months ago - Stars: 15 - Forks: 4

VITA-Group/SMC-Bench

[ICLR 2023] "Sparsity May Cry: Let Us Fail (Current) Sparse Neural Networks Together!" Shiwei Liu, Tianlong Chen, Zhenyu Zhang, Xuxi Chen, Tianjin Huang, AJAY KUMAR JAISWAL, Zhangyang Wang

Language: Python - Size: 34.4 MB - Last synced: 9 months ago - Pushed: 9 months ago - Stars: 21 - Forks: 1

mikalaki/Reverse-Cuthill-McKee_C_parallel

Reverse Cuthill McKee algorithm in C and parallelization of code using openmp. Final Project of Parallel and Distributed Systems Class (7th Semester ECE-AUTH).

Language: C - Size: 697 KB - Last synced: 10 months ago - Pushed: over 3 years ago - Stars: 2 - Forks: 1

bmandracchia/MIRO Fork of ShuJiaLab/MIRO

Multiscale Image Restoration for fluorescence microscopy

Language: MATLAB - Size: 32.2 MB - Last synced: 8 months ago - Pushed: 8 months ago - Stars: 1 - Forks: 0

wenwei202/iss-rnns

Sparse Recurrent Neural Networks -- Pruning Connections and Hidden Sizes (TensorFlow)

Language: Python - Size: 8.79 MB - Last synced: 2 months ago - Pushed: almost 4 years ago - Stars: 72 - Forks: 22

fundamental/TotalVariation.jl

Total Variation and Group Sparse Total Variation Denoising

Language: Julia - Size: 16.6 KB - Last synced: 13 days ago - Pushed: almost 5 years ago - Stars: 3 - Forks: 4

landskape-ai/Progressive-Pruning

Official pytorch code for "APP: Anytime Progressive Pruning" (DyNN @ ICML, 2022; CLL @ ACML, 2022, SNN @ ICML, 2022 and SlowDNN 2023)

Language: Python - Size: 13 MB - Last synced: 10 months ago - Pushed: over 1 year ago - Stars: 16 - Forks: 1

VITA-Group/ToST

[ICML2022] Training Your Sparse Neural Network Better with Any Mask. Ajay Jaiswal, Haoyu Ma, Tianlong Chen, ying Ding, and Zhangyang Wang

Language: Python - Size: 71.3 KB - Last synced: 9 months ago - Pushed: almost 2 years ago - Stars: 20 - Forks: 3

openvinotoolkit/mmdetection Fork of open-mmlab/mmdetection 📦

OpenVINO Training Extensions Object Detection

Language: Python - Size: 40 MB - Last synced: almost 1 year ago - Pushed: about 1 year ago - Stars: 94 - Forks: 30

aalto-ics-kepaco/scca-hsic

MATLAB implementation of SCCA-HSIC

Language: Matlab - Size: 64.5 KB - Last synced: 5 months ago - Pushed: over 5 years ago - Stars: 4 - Forks: 2

GhadaSokar/Dynamic-Sparse-Training-for-Deep-Reinforcement-Learning

[IJCAI 2022] "Dynamic Sparse Training for Deep Reinforcement Learning" by Ghada Sokar, Elena Mocanu , Decebal Constantin Mocanu, Mykola Pechenizkiy, and Peter Stone.

Language: Python - Size: 1.38 MB - Last synced: about 1 year ago - Pushed: about 2 years ago - Stars: 10 - Forks: 1

MingSun-Tse/Why-the-State-of-Pruning-so-Confusing

[Preprint] Why is the State of Neural Network Pruning so Confusing? On the Fairness, Comparison Setup, and Trainability in Network Pruning

Size: 6.32 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 22 - Forks: 0

VITA-Group/DataEfficientLTH

[NeurIPS 2022] "Sparse Winning Tickets are Data-Efficient Image Recognizers" by Mukund Varma T, Xuxi Chen, Zhenyu Zhang, Tianlong Chen, Subhashini Venugopalan, Zhangyang Wang

Language: Python - Size: 30.3 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 4 - Forks: 0

d-becking/efficientCNNs

Finding Storage- and Compute-Efficient Convolutional Neural Networks

Language: Python - Size: 286 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 7 - Forks: 3

Intelligent-Microsystems-Lab/SNNQuantPrune

Code for the ISCAS23 paper "The Hardware Impact of Quantization and Pruning for Weights in Spiking Neural Networks"

Language: Python - Size: 1.28 MB - Last synced: 9 months ago - Pushed: about 1 year ago - Stars: 4 - Forks: 2

Aayush-Ankit/traNNsformers

Structured clustering for memristive crossbar based neuromorphic architectures

Language: MATLAB - Size: 225 MB - Last synced: 11 months ago - Pushed: over 4 years ago - Stars: 12 - Forks: 6

HuangCongQing/model-compression-optimization

model compression and optimization for deployment for Pytorch, including knowledge distillation, quantization and pruning.(知识蒸馏,量化,剪枝)

Language: Python - Size: 20 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 5 - Forks: 1

Jianningli/voxel_rearrangement

Learning to Rearrange Voxels in Binary Segmentation Masks for Smooth Manifold Triangulation

Language: Python - Size: 896 KB - Last synced: about 1 year ago - Pushed: almost 3 years ago - Stars: 3 - Forks: 0

NeurAI-Lab/SCoMMER

The official PyTorch code for AAAI'23 Paper "Sparse Coding in a Dual Memory System for Lifelong Learning"

Language: Python - Size: 84 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 2 - Forks: 0

hongtao-argmin/An-Efficient-Algorithm-Designing-Robust-Projection-Matrix

An Efficient Algorithm Designing Robust Projection Matrix

Language: MATLAB - Size: 5.86 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 3 - Forks: 2

zahraatashgahi/CTRE

[Machine Learning Journal (ECML-PKDD 2022 journal track)] A Brain-inspired Algorithm for Training Highly Sparse Neural Networks

Language: Python - Size: 56.6 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 1 - Forks: 1

GhadaSokar/Sparse-Denosing-AutoEncoder

A pure implementation for sparse denoising autoencoder with adaptive evolutionary training using Scipy. The sparse implementation makes the algorithm scalable to high dimensional data and trainable on CPUs.

Language: Python - Size: 3.91 KB - Last synced: about 1 year ago - Pushed: over 4 years ago - Stars: 4 - Forks: 0

lattice-ai/Compressed-DNNs-Forget 📦

Minimal Reproducibility Study of (https://arxiv.org/abs/1911.05248). Experiments with Compression of Deep Neural Networks

Language: Python - Size: 211 MB - Last synced: about 1 year ago - Pushed: almost 3 years ago - Stars: 9 - Forks: 0

ihaeyong/SoftNet-3DLS

3D Loss Landscapes of SoftNet (Sparse Subnetwork)

Language: Python - Size: 862 KB - Last synced: 9 months ago - Pushed: 12 months ago - Stars: 2 - Forks: 0

venomouscyanide/ScaLed

ScaLed: Improving SEAL by random walks

Language: Python - Size: 19.2 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 6 - Forks: 1

A-Klass/torch_topkast

PyTorch Implementation of TopKAST

Language: Python - Size: 6.27 MB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 6 - Forks: 0

palanglois/icpSparse

Implementation of the sparse icp algorithm

Language: C++ - Size: 3.76 MB - Last synced: about 1 year ago - Pushed: over 6 years ago - Stars: 25 - Forks: 10

phuselab/SSLD-face_recognition

Robust Single Sample Face Recognition by Sparsity-Driven Sub-Dictionary Learning Using Deep Features

Language: Python - Size: 1.22 MB - Last synced: about 1 year ago - Pushed: over 3 years ago - Stars: 16 - Forks: 7

soran-ghaderi/EfficientCoF

A new efficient subspace and K-Means clustering based method to improve Collaborative Filtering

Language: Python - Size: 968 KB - Last synced: about 1 year ago - Pushed: over 3 years ago - Stars: 12 - Forks: 5

mmxgn/smooth-convex-kl-nmf

Repository holding various implementation of specific NMF methods for speaker diarization

Language: Python - Size: 17.6 KB - Last synced: about 1 year ago - Pushed: over 6 years ago - Stars: 4 - Forks: 1

Pervasive-AI-Lab/sparse-dynamic-synapses

"The Unreasonable Effectiveness of Sparse Dynamic Synapses for Continual Learning" paper project.

Language: Python - Size: 108 KB - Last synced: about 1 month ago - Pushed: over 4 years ago - Stars: 11 - Forks: 1

bschieche/MATLAB-random-PDE

A MATLAB implementation of anisotropic adaptive stochastic collocation applied to a parabolic PDE

Language: Jupyter Notebook - Size: 464 KB - Last synced: about 1 year ago - Pushed: about 6 years ago - Stars: 3 - Forks: 1

vene/pyowl

Ordered Weighted L1 regularization for classification and regression in Python

Language: Python - Size: 48.8 KB - Last synced: about 1 year ago - Pushed: over 5 years ago - Stars: 52 - Forks: 10

sanjaradylov/sparse-cheml

Molecular-property prediction with sparsity

Language: Python - Size: 459 KB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 1 - Forks: 0

ChanganVR/learning-to-learn-sparsity

Use a meta-network to learn the importance and correlation of neural network weights

Language: Python - Size: 18.6 KB - Last synced: about 1 year ago - Pushed: about 5 years ago - Stars: 1 - Forks: 0

felix0901/jax_pruning

A JAX implementation of structure and unstructure pruning

Language: Python - Size: 32.2 KB - Last synced: about 1 year ago - Pushed: almost 2 years ago - Stars: 0 - Forks: 1

LarissaBrencher/SyLaNN

Language: Python - Size: 911 KB - Last synced: about 1 year ago - Pushed: over 1 year ago - Stars: 1 - Forks: 0

TensorDecompositions/NTFk.jl

Unsupervised Machine Learning: Nonnegative Tensor Factorization + k-means clustering

Language: Julia - Size: 9.26 MB - Last synced: about 1 year ago - Pushed: about 2 years ago - Stars: 36 - Forks: 5

owensgroup/sparsify.me

A simple C++14 and CUDA-based header-only library with tools for sparse-machine learning.

Language: C++ - Size: 7.45 MB - Last synced: 15 days ago - Pushed: almost 3 years ago - Stars: 3 - Forks: 0

VictorProkhorov/HSVAE

[RepL4NLP(2021)] Hierarchical Sparse Variation Autoencoder (HSVAE)

Language: Python - Size: 11.7 MB - Last synced: 12 months ago - Pushed: about 2 years ago - Stars: 2 - Forks: 5

Related Keywords
sparsity 109 deep-learning 29 pruning 26 pytorch 19 machine-learning 11 deep-neural-networks 9 quantization 9 model-compression 7 sparse-training 7 compression 6 neural-network 6 sparse-neural-networks 6 classification 6 tensorflow 6 sparsity-optimization 5 neural-networks 5 quantization-aware-training 4 weight-pruning 4 optimization 4 regularization 4 deeplearning 4 python 4 lottery-ticket-hypothesis 4 efficient-inference 4 object-detection 4 neural-architecture-search 3 dynamic-sparse-training 3 generalization 3 algorithm 3 tensorrt 3 sparsification 3 pruning-algorithms 3 nlp 3 transfer-learning 3 onnx 3 julia 3 continual-learning 3 unsupervised-learning 3 blind-source-separation 3 feature-selection 3 elastic-net 2 cnn 2 imagenet 2 convolutional-neural-networks 2 attention-mechanism 2 neural-network-compression 2 bert 2 lottery-tickets 2 openvino 2 nas 2 segmentation 2 yolov5 2 graph-neural-networks 2 autoencoder 2 interpretability 2 compound-scaling 2 ec2t 2 efficient-neural-networks 2 entropy-coding 2 micronet-challenge 2 quantization-algorithms 2 denoising 2 dropout 2 caffe 2 lifelong-learning 2 efficiency 2 super-resolution 2 high-dimensional-data 2 compressed-sensing 2 regression 2 statistical-learning 2 statistics 2 structured-sparsity 2 sparse-matrix 2 structure 2 vae 2 dimensionality-reduction 2 variational-inference 2 distillation 2 scalability 2 tensor-decomposition 2 quantized-networks 2 qat 2 keras 2 deep-learning-algorithms 2 mxformat 2 admm 2 large-language-models 2 knowledge-distillation 2 int8 2 int4 2 fp4 2 smoothness 2 lstm 2 efficient-deep-learning 2 deep-learning-papers 1 scmos 1 evolutionary-algorithms 1 atss 1 cascade-rcnn 1