SamuelGong

FLASHE

[arXiv'21] Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning

MIPSAssemblerAndDisassembler

Efficiently translating MIPS assembly language code to bit or coe code，and vice versa

Dordis

[ACM EuroSys'24] Dordis: Efficient Federated Learning with Dropout-Resilient Differential Privacy

Pisces

[ACM SoCC'22] Pisces: Efficient Federated Learning via Guided Asynchronous Training

Lotto

[USENIX Security'24] Lotto: Secure Participant Selection against Adversarial Servers in Federated Learning

federated-learning-system-literature

[IEEE TBD'22] Towards Efficient Synchronous Federated Training: A Survey on System Optimization Strategies

grad_attacks

Self-Teaching Notes on Gradient Leakage Attacks against GPT-2 models.

HKUSTCOMP3511Lab4

Maintained by TA Zhifeng Jiang.

sys-deadlines

:alarm_clock: Computer System conference deadline countdowns -- based on https://mktrm.github.io/arch-deadlines

LeetHub

Collection of my LeetCode solutions. - Created using [LeetHub](https://github.com/QasimWani/LeetHub)

awesome-federated-computing

:books: :eyeglasses: A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.

awesome-Federated-Learning

federated-learning

Awesome-Federated-Machine-Learning

Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond

breaching

Breaching privacy in federated learning scenarios for vision and text

direct-preference-optimization

Reference implementation for DPO (Direct Preference Optimization)

federated

A framework for implementing federated learning

Federated-Learning

联邦学习

Federated-Learning-1

Overview of Federal Learning

FedScale

FedScale: Benchmarking Model and System Performance of Federated Learning

FILM

Official repo for the paper: Recovering Private Text in Federated Learning of Language Models (in NeurIPS 2022)

FLsystem-paper

Federated Learning Systems

kNNLM_privacy

Official implementation of Privacy Implications of Retrieval-Based Language Models (EMNLP 2023). https://arxiv.org/abs/2305.14888

lamp

LAMP: Extracting Text from Gradients with Language Model Priors (NeurIPS '22)

LMFlow

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

LoRA

Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"

metric-dp

Metric Differential Privacy for NLP

MPCFormer

(ICLR 2023 Spotlight) MPCFormer: fast, performant, and private transformer inference with MPC

samuelgong.github.io

test_set_contamination

transformers

🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.