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16 search results found

Torch Pruning ⭐ 2,035

[CVPR 2023] Towards Any Structural Pruning; LLMs / SAM / Diffusion / Transformers / YOLOv8 / CNNs

Rethinking Network Pruning ⭐ 997

Rethinking the Value of Network Pruning (Pytorch) (ICLR 2019)

A simple and effective LLM pruning approach.

[TPAMI 2022, NeurIPS 2020] Code release for "Deep Multimodal Fusion by Channel Exchanging"

Lottery Ticket Hypothesis In Pytorch ⭐ 209

This repository contains a Pytorch implementation of the paper "The Lottery Ticket Hypothesis: Finding Sparse, Trainable Neural Networks" by Jonathan Frankle and Michael Carbin that can be easily adapted to any model/dataset.

(CVPR 2021, Oral) Dynamic Slimmable Network

Atomnas ⭐ 148

Code for ICLR 2020 paper 'AtomNAS: Fine-Grained End-to-End Neural Architecture Search'

Eigendamage Pytorch ⭐ 105

Code for "EigenDamage: Structured Pruning in the Kronecker-Factored Eigenbasis" https://arxiv.org/abs/1905.05934

Diff Pruning ⭐ 102

[NeurIPS 2023] Structural Pruning for Diffusion Models

[TPAMI 2024] This is the official repository for our paper: ''Pruning Self-attentions into Convolutional Layers in Single Path''.

Snip Public ⭐ 51

SNIP: SINGLE-SHOT NETWORK PRUNING BASED ON CONNECTION SENSITIVITY

Cae Admm ⭐ 25

CAE-ADMM: Implicit Bitrate Optimization via ADMM-Based Pruning in Compressive Autoencoders

Lookahead_pruning ⭐ 24

Lookahead: A Far-sighted Alternative of Magnitude-based Pruning (ICLR 2020)

Model_compression_for_yolov3 V4 ⭐ 22

In this repository using the sparse training, group channel pruning and knowledge distilling for YOLOV4,

[ICLR'23] Trainability Preserving Neural Pruning (PyTorch)

Autoslim_tf2 ⭐ 5

Implementation of Autoslim using Tensorflow2

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