Zhifeng Jiang's Projects
:books: :eyeglasses: A collection of research papers, codes, tutorials and blogs on Federated Computing/Learning.
federated-learning
Everything about federated learning, including research papers, books, codes, tutorials, videos and beyond
A book management system based on certain libraries of Qt and MySQL
Breaching privacy in federated learning scenarios for vision and text
Tools for STM32F103 and STM32F407
Reference implementation for DPO (Direct Preference Optimization)
[ACM EuroSys'24] Dordis: Efficient Federated Learning with Dropout-Resilient Differential Privacy
A tetris game that two friends can compete with each other simultaneously
Tools for ESP8266/ESP32
A framework for implementing federated learning
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Overview of Federal Learning
[IEEE TBD'22] Towards Efficient Synchronous Federated Training: A Survey on System Optimization Strategies
FedScale: Benchmarking Model and System Performance of Federated Learning
Official repo for the paper: Recovering Private Text in Federated Learning of Language Models (in NeurIPS 2022)
[arXiv'21] Additively Symmetric Homomorphic Encryption for Cross-Silo Federated Learning
Federated Learning Systems
Fast Approximate Nearest-Neighbor Search with k-Nearest Neighbor Graph
Self-Teaching Notes on Gradient Leakage Attacks against GPT-2 models.
Maintained by TA Zhifeng Jiang.
A Chinese Klotski game played on Xilinx FPGA
Official implementation of Privacy Implications of Retrieval-Based Language Models (EMNLP 2023). https://arxiv.org/abs/2305.14888
LAMP: Extracting Text from Gradients with Language Model Priors (NeurIPS '22)
Leaf: A Benchmark for Federated Settings
Collection of my LeetCode solutions. - Created using [LeetHub](https://github.com/QasimWani/LeetHub)
An Extensible Toolkit for Finetuning and Inference of Large Foundation Models. Large Models for All.
Code for loralib, an implementation of "LoRA: Low-Rank Adaptation of Large Language Models"
[USENIX Security'24] Lotto: Secure Participant Selection against Adversarial Servers in Federated Learning