changhongyan123
Ph.D. student at the National University of Singapore. Research interests: Algorithmic Fairness, Privacy, Federated Learning.
National University of SingaporeSingapore
Pinned Repositories
blog_gallery
changhongyan123
Config files for my GitHub profile.
changhongyan123.github.io
ml_privacy_meter
Privacy Meter: An open-source library to audit data privacy in statistical and machine learning algorithms.
mypoker
CS3243 Introduction to AI Term Project: AI Poker
openfl
An open framework for Federated Learning.
poisoning
The vulnerability of the neural network under data poisoning attacks
bias_in_FL
This is the code repository for the paper titled "Bias Propagation in Federated Learning" which was accepted to the International Conference on Learning Representations (ICLR) 2023.
ml_privacy_meter
Privacy Meter: An open-source library to audit data privacy in statistical and machine learning algorithms.
openfl
An open framework for Federated Learning.
changhongyan123's Repositories
changhongyan123/mypoker
CS3243 Introduction to AI Term Project: AI Poker
changhongyan123/ml_privacy_meter
Privacy Meter: An open-source library to audit data privacy in statistical and machine learning algorithms.
changhongyan123/openfl
An open framework for Federated Learning.
changhongyan123/poisoning
The vulnerability of the neural network under data poisoning attacks
changhongyan123/blog_gallery
changhongyan123/changhongyan123
Config files for my GitHub profile.
changhongyan123/changhongyan123.github.io
changhongyan123/ctf-writeups
Writeups of Capture The Flag Competitions
changhongyan123/DeepNets
changhongyan123/folktables
Datasets derived from US census data
changhongyan123/format
ACM consolidated LaTeX styles
changhongyan123/dm-haiku
JAX-based neural network library
changhongyan123/FedML-1
FedML - The federated learning and analytics library enabling secure and collaborative machine learning on decentralized data anywhere at any scale. Supporting large-scale cross-silo federated learning, cross-device federated learning on smartphones/IoTs, and research simulation. MLOps and App Marketplace are also enabled (https://open.fedml.ai).
changhongyan123/ffcv
FFCV: Fast Forward Computer Vision (and other ML workloads!)
changhongyan123/GenerateSynData
changhongyan123/git-latexdiff
to diff latex file with preview versions
changhongyan123/gitignore
A collection of useful .gitignore templates
changhongyan123/llm_security_paper
changhongyan123/MATCHA
Communication-efficient decentralized SGD (Pytorch)
changhongyan123/mean-teacher
A state-of-the-art semi-supervised method for image recognition
changhongyan123/mentornet
Code for MentorNet: Learning Data-Driven Curriculum for Very Deep Neural Networks
changhongyan123/minimal-mistakes
:triangular_ruler: Jekyll theme for building a personal site, blog, project documentation, or portfolio.
changhongyan123/models-calibration
changhongyan123/ninecolors
Select LaTeX colors with proper WCAG color contrast
changhongyan123/opacus
Training PyTorch models with differential privacy
changhongyan123/Poisoning-Attacks-with-Back-gradient-Optimization
Example of the attack described in the paper "Towards Poisoning of Deep Learning Algorithms with Back-gradient Optimization"
changhongyan123/privacy
Library for training machine learning models with privacy for training data
changhongyan123/TensorFlow-Examples
TensorFlow Tutorial and Examples for Beginners (support TF v1 & v2)
changhongyan123/terngrad
Ternary Gradients to Reduce Communication in Distributed Deep Learning (TensorFlow)
changhongyan123/wide-resnet.pytorch
Best CIFAR-10, CIFAR-100 results with wide-residual networks using PyTorch