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awesome-pets.md 3.15 KB

# awesome-PETs

A curated list of papers and SecretFlow's tutorials on Privacy-Enhancing Technologies (PETs). In this list, we only define and categorie techniques that help maintain the security and privacy of data.

Please feel free to open a pull request.

## Papers

### Tools and Primitives

Cryptography-based techniques. If you are a beginner in cryptography, and wants to learn about the theory or applications of crypto, please also checkout our [[crypto-for-beginners]](tutorials/crypto-beginner.md) list.

1. [Secure Multi-Party Computation (MPC)](papers/tools/mpc.md)  (Contributors: [@jamie-cui](https://www.github.com/jamie-cui) [@DuanYuFi](https://github.com/DuanYuFi)[@Mingbo-Lee](https://github.com/Mingbo-Lee))
2. [Zero-Knowledge Proof (ZKP)](papers/tools/zkp.md) (Contributors: [@xfap](https://www.github.com/xfap) [@yuzhouwudizuilihai](https://github.com/yuzhouwudizuilihai) [@zlyber](https://api.github.com/users/zlyber) [@rhocos3theta](https://github.com/rhocos3theta))
3. [Homomorphic Encryption (HE)](papers/tools/he.md) (Contributors: [@zhangwfjh](https://www.github.com/zhangwfjh))

Anonymity-related techniques

1. [Differential Privacy (DP)](papers/tools/dp.md) (Contributors: [@yingting6](https://www.github.com/yingting6))

Hardware-based solutions

1. [Trusted Execution Environment (TEE)](papers/tools/tee.md)

### Applications of PETs

Private Set/Database Operations

1. [Private Set Intersection (PSI)](papers/applications/set/psi.md) (Contributors: [@jamie-cui](https://www.github.com/jamie-cui) [@tarantula-leo](https://www.github.com/tarantula-leo))

Protecting training/inference data

1. [PPML based on Crypto](papers/applications/ppml/ppml_crypto.md) (Contributors: [@llCurious](https://www.github.com/llCurious) [@Mingbo-Lee](https://github.com/Mingbo-Lee))
2. [Ferderated Learning (FL)](papers/applications/ppml/fl/fl.md) (Contributors: [@zhangxingmeng](https://www.github.com/zhangxingmeng) [@FelixZheng1](https://www.github.com/FelixZheng1) [@Cryptocxf](https://github.com/Cryptocxf))

Attacks on machine learning system

1. [General attacks and defense](papers/applications/aml/attack_defense.md) (Contributors: [@zhangxingmeng](https://www.github.com/zhangxingmeng) [@JDywz](https://github.com/JdYwz))

Multimedia Privacy and Security

1. [Summaries and Talks](papers/applications/multimedia/summary.md) (Contributors: [@XiaoHwei](https://www.github.com/XiaoHwei))
2. [Attack Methods](papers/applications/multimedia/attack.md) (Contributors: [@XiaoHwei](https://www.github.com/XiaoHwei))
3. [Defense Methods](papers/applications/multimedia/defense.md) (Contributors: [@XiaoHwei](https://www.github.com/XiaoHwei))

## Other Resources

We're sorry some of the materials are avaliable only in Chinese, we'll try to provide an English version in the future.

1. [Team SecretFlow's Papers](papers/secretflow.md)
2. [Team SecretFlow's Talks (on bilibili.com)](tutorials/talks.md)
3. [Team SecretFlow's Posts (on wechat)](tutorials/posts.md)

一键复制编辑原始数据按行查看历史

提交于 2023-12-20 15:57 . Docs: add a book about MPC to awesome-pets (#1088)

awesome-PETs

A curated list of papers and SecretFlow's tutorials on Privacy-Enhancing Technologies (PETs). In this list, we only define and categorie techniques that help maintain the security and privacy of data.

Please feel free to open a pull request.

Papers

Tools and Primitives

Cryptography-based techniques. If you are a beginner in cryptography, and wants to learn about the theory or applications of crypto, please also checkout our [crypto-for-beginners] list.

Secure Multi-Party Computation (MPC) (Contributors: @jamie-cui @DuanYuFi @Mingbo-Lee)
Zero-Knowledge Proof (ZKP) (Contributors: @xfap @yuzhouwudizuilihai @zlyber @rhocos3theta)
Homomorphic Encryption (HE) (Contributors: @zhangwfjh)

Anonymity-related techniques

Differential Privacy (DP) (Contributors: @yingting6)

Hardware-based solutions

Trusted Execution Environment (TEE)

Applications of PETs

Private Set/Database Operations

Private Set Intersection (PSI) (Contributors: @jamie-cui @tarantula-leo)

Protecting training/inference data

PPML based on Crypto (Contributors: @llCurious @Mingbo-Lee)
Ferderated Learning (FL) (Contributors: @zhangxingmeng @FelixZheng1 @Cryptocxf)

Attacks on machine learning system

General attacks and defense (Contributors: @zhangxingmeng @JDywz)

Multimedia Privacy and Security

Summaries and Talks (Contributors: @XiaoHwei)
Attack Methods (Contributors: @XiaoHwei)
Defense Methods (Contributors: @XiaoHwei)

Other Resources

We're sorry some of the materials are avaliable only in Chinese, we'll try to provide an English version in the future.

Python

1

https://gitee.com/secretflow/secretflow.git

git@gitee.com:secretflow/secretflow.git

secretflow

secretflow

secretflow

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