awesome-ppml
A curated list of resources for privacy-preserving machine learning
https://github.com/mortendahl/awesome-ppml
Last synced: 3 days ago
JSON representation
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Uncategorized
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Uncategorized
- awesome-he - for homomorphic encryption
- awesome-mpc - for secure multi-party computation
- awesome-differential-privacy - for differential privacy
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Software
- HE Transformer - homomorphic encryption backend for nGraph
- TensorFlow Privacy - differential privacy in TensorFlow
- PySyft - encrypted, privacy preserving machine learning in PyTorch and TensorFlow
- TF Encrypted - encrypted machine learning in TensorFlow
- TensorFlow Federated - federated learning in TensorFlow
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Conferences and Workshops
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Tutorials and Courses
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News and Updates
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Research Papers
- *Faster CryptoNets: Leveraging Sparsity for Real-World Encrypted Inference*, CBLYHF'18
- *nGraph-HE: A Graph Compiler for Deep Learning on Homomorphically Encrypted Data*, BLW'18
- *CHET: Compiler and Runtime for Homomorphic Evaluation of Tensor Programs*, DSCLLMMM'18
- *Slalom: Fast, Verifiable and Private Execution of Neural Networks in Trusted Hardware*, TB'18
- *SecureNN: Efficient and Private Neural Network Traning*, WGC'18
- *ABY3: A Mixed Protocol Framework for Machine Learning*, MR'18
- *Chiron: Privacy-preserving Machine Learning as a Service*, HSSSW'18
- *Scalable Private Learning with PATE*, PSMRTE'18
- *Gazelle: A Low Latency Framework for Secure Neural Network Inference*, JVC'18
- *Chameleon: A Hybrid Secure Computation Framework for Machine Learning Applications*, RWTSSK'17
- *DeepSecure: Scalable Provably-Secure Deep Learning*, RRK'17
- *Oblivious Neural Network Predictions via MiniONN transformations*, LJLA'17
- *SecureML: A System for Scalable Privacy-Preserving Machine Learning*, MZ'17
- *CryptoNets: Applying Neural Networks to Encrypted Data with High Throughput and Accuracy*, DGLLNW'16
- *EPIC: Efficient Private Image Classification*, MRSV'17
Programming Languages
Categories
Sub Categories
Keywords
privacy
4
cryptography
3
deep-learning
3
secure-computation
3
awesome
2
awesome-list
2
homomorphic-encryption
2
tensorflow
2
homomorphic-cryptography-scheme
1
homomorphic-encryption-library
1
security
1
crypto
1
multiparty-computation
1
algorithm
1
compiler
1
ngraph
1
privacy-preserving
1
seal
1
machine-learning
1
federated-learning
1
python
1
pytorch
1
syft
1