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pengyuzhang97's Projects

filter-gap icon filter-gap

The official PyTorch implementation of CHEX: CHannel EXploration for CNN Model Compression (CVPR 2022). Paper is available at https://openaccess.thecvf.com/content/CVPR2022/papers/Hou_CHEX_CHannel_EXploration_for_CNN_Model_Compression_CVPR_2022_paper.pdf

fl-bench icon fl-bench

Benchmark of federated learning, dedicated to the community.

fwdgrad icon fwdgrad

Implementation of "Gradients without backpropagation" paper (https://arxiv.org/abs/2202.08587) using functorch

gpustat icon gpustat

📊 A simple command-line utility for querying and monitoring GPU status

gradattack icon gradattack

GradAttack is a Python library for easy evaluation of privacy risks in public gradients in Federated Learning, as well as corresponding mitigation strategies.

gradinit icon gradinit

Learning to Initialize Neural Networks for Stable and Efficient Training

instruct-eval icon instruct-eval

This repository contains code to quantitatively evaluate instruction-tuned models such as Alpaca and Flan-T5 on held-out tasks.

ktsvd icon ktsvd

Multidimensional Dictionary Learning

leaf icon leaf

Leaf: A Benchmark for Federated Settings

lifelong-learning-lth icon lifelong-learning-lth

[ICLR 2021] "Long Live the Lottery: The Existence of Winning Tickets in Lifelong Learning" by Tianlong Chen*, Zhenyu Zhang*, Sijia Liu, Shiyu Chang, Zhangyang Wang

llm-qat icon llm-qat

Code repo for the paper "LLM-QAT Data-Free Quantization Aware Training for Large Language Models"

lmflow icon lmflow

An Extensible Toolkit for Finetuning and Inference of Large Foundation Models. Large Models for All.

lmops icon lmops

General technology for enabling AI capabilities w/ LLMs and MLLMs

lotteryfl icon lotteryfl

LotteryFL: Empower Edge Intelligence with Personalized and Communication-Efficient Federated Learning (2021 IEEE/ACM Symposium on Edge Computing)

matrix-completion icon matrix-completion

An ADMM + Compressed Sensing algorithm to estimate a low-rank sparse matrix

mezo icon mezo

[NeurIPS 2023] MeZO: Fine-Tuning Language Models with Just Forward Passes. https://arxiv.org/abs/2305.17333

mips-simulator icon mips-simulator

计算机体系结构Project1,用Python实现一个MipsSimulator(如果你上ZMS的课还是退课吧)

mips-simulator2 icon mips-simulator2

计算机体系结构第二次大作业。虚假的实现scoreboarding算法

mrcl icon mrcl

Code for the NeurIPS19 paper "Meta-Learning Representations for Continual Learning"

neural-tangent-transfer icon neural-tangent-transfer

Code accompanying our paper "Finding trainable sparse networks through Neural Tangent Transfer" to be published at ICML-2020.

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